In conjunction with Hari Raya Aidiladha taking place next month, Keretapi Tanah Melayu Berhad (KTMB) has added a special train service to the East Coast. This was apparently done to accommodate travellers returning home for the religious holiday. According to KTMB’s statement today, the KTMB Ekspres Lambaian Aidiladha will have two scheduled services, with 436 […] The post KTMB Adds Train Service To East Coast For Hari Raya Aidiladha appeared first on Lowyat.NET.  ( 16 min )

Shopee has announced that it will be raising its SPayLater seller fee up to 4.5% from its current 3.5%. This change will take effect starting 8 May, and all completed orders from then on will be charged the new fee. This follows a relatively recent hike to sellers’ Transaction Fees which excludes SPayLater and credit […] The post Shopee To Impose 4.5% SPayLater Seller Fee Starting 8 May appeared first on Lowyat.NET.  ( 16 min )

Google is building a new hyperscale data centre in Port Dickson as part of its US$2 billion investment in Malaysia’s digital infrastructure. The project will be delivered in partnership with Malaysian engineering firm Gamuda Bhd, through its subsidiary Gamuda DC Infrastructure Sdn Bhd. As you may recall, Negeri Sembilan Menteri Besar Datuk Seri Amidudin Harun […] The post Google Expands Malaysian Data Centre Footprint With New Port Dickson Project appeared first on Lowyat.NET.  ( 17 min )

Bolt has officially announced that its ride-hailing service now includes toll fares into every ride, ensuring no surprise fees. It is the first e-hailing platform to do so, at least in Malaysia, where the norm is for drivers to manually input the toll fares after the ride is completed. With this new policy, what you […] The post Bolt Now Includes Tolls In Its Ride Fares appeared first on Lowyat.NET.  ( 15 min )

Back in 2019, Meta filed a lawsuit against NSO Group over the latter’s Pegasus spyware, which was used to target more than a thousand WhatsApp users in 20 countries, including journalists, human rights activists and diplomats. Now, a jury has ruled that the Israeli firm must pay Meta more than US$167 million (~RM707 million) in […] The post Meta Awarded Over US$167 Million In WhatsApp Case Against Israeli Firm appeared first on Lowyat.NET.  ( 16 min )

An alleged key visual of what is believed to be the render of the yet-to-launch Sony WH-1000XM6 has been leaked, giving us a first look at the successor of 2022’s WH-1000XM5. The leaked key visual was discovered on Reddit, where it is believed to have been posted first. The image is believed to have been […] The post Alleged Sony WH-1000XM6 Product Visual Leaks appeared first on Lowyat.NET.  ( 15 min )

Drone maker DJI has posted a teaser clip on its social medial channels, including X and YouTube, for an upcoming launch. Being a teaser, details from just the seven-second clip is scarce, but the most obvious takeaway is the camera system being shown in the second half. Said system consists of three cameras, with the […] The post DJI Teases Drone With Spinning Triple Camera; Launching 13 May appeared first on Lowyat.NET.  ( 16 min )

Electric vehicles (EVs) have become a growing trend in the automotive industry, with many Malaysians increasingly embracing the shift to cleaner mobility. However, recent posts on social media involving brands like BYD and Audi have sparked public concern about EV reliability and safety. On 1 May 2025, a BYD Atto 3 owner reported a troubling […] The post Owners Of BYD Atto 3, Audi e-tron GT Share Incidents Concerning Safety Of EV Vehicles appeared first on Lowyat.NET.  ( 17 min )

As previously teased following Chinese President Xi Jinping’s visit to Malaysia last month, China has confirmed in a statement that it will soon allow Malaysian travellers to stay in its country visa-free for up to 90 days, reciprocating Malaysia’s policy for Chinese tourists. This comes as the two countries recently signed MOUs that included a […] The post China To Soon Extend Visa-Free Stay For Malaysians To 90 Days appeared first on Lowyat.NET.  ( 15 min )

Samsung may launch its Galaxy Z Fold7 and Z Flip7 sometime in July this year, and as recently reported, its Z Flip7 FE as well. TechManiacs have now listed the apparent specs of the device, which seem to be quite alike to that of the Z Flip6. It is speculated that the Flip7 FE may […] The post Samsung Galaxy Z Flip7 FE Specs Leak, Rather Similar To Z Flip6 appeared first on Lowyat.NET.  ( 16 min )

NVIDIA has officially confirmed that the GeForce RTX 5060 will be available to gamers from 19 May onwards. The availability goes for both desktop and laptop GPU variants. The card was announced at the same as the more powerful Ti variant last month, and starts from US$299 (~RM1,266). Unlike its Ti counterpart, the card only […] The post NVIDIA Confirms 19 May As Launch Day For GeForce RTX 5060 GPUs appeared first on Lowyat.NET.  ( 15 min )

Microsoft has announced that it is updating the Windows 11 Start menu, in addition to introducing new AI features over the coming month. In a recent blog post, the company clarified that these upgrades will first be rolled out to Windows Insiders, with many of the AI upgrades being exclusive to Copilot+ PCs. The Start […] The post Microsoft Announces Windows 11 Start Menu Update appeared first on Lowyat.NET.  ( 16 min )

vivo recently launched its X200 Ultra and X200s smartphones in China. A new report now indicates that the brand is planning to unveil the X200 FE in India, possibly in July. The purported specs of the phone have also been leaked, detailing its supposed chipset, battery, and camera system, among others. The vivo X200 FE […] The post vivo X200 FE Reported Specs Leak; May Get Indian Launch In July appeared first on Lowyat.NET.  ( 16 min )

The Microsoft Surface devices, be it the 2-in-1 tablet or the laptops, come in all sorts of sizes, though the former tend to the the more compact while the latter more conventional in size. In case you wanted even more diminutive options for both, the company has answered your prayers, with the announcement of the […] The post Microsoft Announces 12-Inch Surface Pro, 13-Inch Surface Laptop appeared first on Lowyat.NET.  ( 17 min )

The Ministry of Finance (MOF) has issued a warning over a fraudulent message currently circulating on WhatsApp, claiming to offer RM200 under the Bantuan Sumbangan Asas Rahmah (SARA) 2025 scheme. The ministry clarified that the message and its accompanying link are fake. In a post on its official Facebook page, the MOF urged the public […] The post MOF Warns Of Fake SARA 2025 Aid Messages On WhatsApp appeared first on Lowyat.NET.  ( 15 min )

Samsung has announced a new Tap To Transfer feature for its Samsung Wallet app, which is its digital wallet platform. Similar to Apple’s Tap To Pay feature, it allows money transfers between two compatible phones, but instead of being limited to businesses, Samsung’s feature is being rolled out to regular users with peer-to-peer (P2P) transfers. […] The post Samsung Wallet Introduces Tap To Transfer Feature appeared first on Lowyat.NET.  ( 15 min )

Advanced Micro Devices Inc (AMD) plans to make Malaysia its strategic hub for advanced semiconductor packaging and design, with operations focused in Penang and Cyberjaya. Prime Minister Datuk Seri Anwar Ibrahim, speaking at an East Coast Rail Link (ECRL) event yesterday, confirmed the company’s intention and said the government would extend full support to expedite […] The post AMD To Establish Malaysia As Hub For Advanced Chip Packaging And Design appeared first on Lowyat.NET.  ( 16 min )

Article credit: Signo Labz. Original link: https://blog.signolabz.com/post/installing-safeline-waf-on-synology-nas-zce54r In this post, I will explain the basic setup of the SafeLine WAF free edition on a Synology NAS. I am assuming that you already have some general knowledge on how to install a docker stack on a Synology NAS, otherwise I can highly recommend to visit mariushosting.com, where Marius wrote some very helpful guides on how to use the container manager and also Portainer etc.. Furthermore, the automatic certificate creation in SafeLine WAF, requires port 80 to be free on the NAS. Make sure that the port is not used by any other application, otherwise certificate generation will fail with the error that port 80 is already in use. The first step is to create a folder in the lo…  ( 4 min )

Catalysis is making it easier than ever to build and run powerful decentralized services. Whether it’s AVSs, BVSs, or DVNs, it takes care of the hard stuff like security and infrastructure so developers can focus on what matters. With tools like the Catalyst SDK and CLI, plus strong support from big investors and a growing community of builders and node operators, Catalysis is quickly becoming a major player in the space. And we’re still early. There’s so much more coming — and I’ll be here to share every update, every milestone, and every breakthrough as it happens. Stick with me — we’re watching something big unfold. 👀🚀 Big shoutout to all my active readers!!!  ( 3 min )

AIOps vs Traditional IT Overview comparison As infrastructure has evolved from monoliths to microservices spread across multiple clouds, our approach to monitoring and maintaining these systems needs to evolve too. Enter AI in IT monitoring - a fundamental shift in how we detect, diagnose, and resolve issues. Let's dive into why traditional approaches are falling short and how AIOps is changing the game. Modern infrastructure has pushed traditional monitoring approaches beyond their breaking point. Here's why: Traditional Monitoring Approach: 1. Set static thresholds for metrics 2. Generate alert when threshold crossed 3. Human investigates alert 4. Human determines root cause 5. Human implements fix This worked fine when: Applications ran on a few physical servers Infrastructure chan…  ( 4 min )

Detecting mouse events in a terminal interface using ncurses can initially seem challenging, especially when you want to execute a function continuously while a button is held down. In this article, we'll discuss how to leverage ncurses for mouse event handling in C++, specifically focusing on how to detect whether the left mouse button is held down and then call a function like foo() repeatedly until the button is released. Understanding Mouse Events with ncurses The ncurses library provides support for mouse events, which allows developers to create interactive console applications. When working with mouse events in ncurses, we mainly use the MEVENT structure to capture mouse input. As you mentioned, you can use event.bstate & BUTTON1_PRESSED to check when the left mouse button is presse…  ( 5 min )

AI has been getting a lot of attention lately—and yeah, some of the buzz is overhyped, but there’s also something real going on. From my own experience as an engineering manager, I’ve seen how AI can free up time, speed up prototyping, and help devs focus more on what they actually enjoy doing—solving problems, shipping great products, learning new stuff. I get that some people are worried AI will take their jobs. Honestly, I don’t think that’s the right question. It’s less about “Will AI replace me?” and more about “How can I use AI to level up and stay ahead?” Here are five ways I’ve seen AI help software engineers do just that. You know that feeling when your calendar's a mess, you’ve got three tickets on the go, and you're still getting pinged every five minutes? A few of my team membe…  ( 5 min )

You can run a private Docker registry using Cloudflare R2 as your storage backend, in this tutorial we're going to configure it in a Kubernetes cluster. First, we need to create a R2 bucket where we'll store the Docker images. We also need an API access key and secret key to access the bucket. Once we have created the bucket and have both keys, we create a secret. vi registry-secrets.yaml apiVersion: v1 kind: Secret metadata: name: r2-secret type: Opaque data: ACCESS_KEY_ID: ACCESS_SECRET_KEY: And we apply the configuration. kubectl apply -f registry-secrets.yaml Once we've applied the secrets, we create the Registry deployment. vi registry-deployment.yaml Here is an example of the deployment, you should change some values t…  ( 4 min )

If you are new to online games and want to try something easy, fun, and rewarding, the 91 Club Game is a great place to start. Many beginners choose this game because it is simple to use and offers many exciting features. In this article, you will learn why the 91 Club Game is perfect for new players and how you can enjoy it from the start. Easy to Understand Gameplay One of the main reasons why beginners love the 91 Club Game is that the gameplay is very simple. You do not need any special skills or advanced strategies. The game provides clear instructions and an easy-to-follow interface that helps you get started quickly. Even if you have never played an online game before, you can start enjoying 91 Club in just a few minutes. No Confusing Rules Unlike other games that have complex r…  ( 6 min )

(with apologies to Neil Young) tl;dr - a story is told about how the author tests a module against a third-party web API when that service is not always available and without leaking sensitive authentication tokens You find yourself to be an aspiring CPAN author of a web API and as a righteous follower of Test Driven Development you want to write tests to verify that your API works as advertised. Testing is a big part of Perl culture, so a skeleton module usually comes with a t/ directory to hold your tests. Once uploaded to CPAN, the CPAN Testing Service will run your tests on every OS and version of Perl possible, but you shouldn't require an active network connection on either end. After all, has your API failed because the end service is down for annual maintenance or the local interne…  ( 5 min )

Introduction When integrating Google OAuth for authentication in your application, you might encounter various errors. One common issue is the ERROR 403: Google disallowed user agent, especially if your code works perfectly on Android but fails on iPhone. This error message usually indicates that Google is rejecting the request due to the user agent string that your app is sending. Let's explore why this happens and how to fix it. Understanding the Issue The ERROR 403: Google disallowed user agent typically occurs when Google’s servers identify an untrusted or unsupported user agent accessing their OAuth service. User agents represent the application type, operating system, vendor, and version of the browser, and if the string does not match Google's expectations or security policies, the …  ( 5 min )

As a softwar developer, choosing the right language and tools can make a huge difference in how efficiently you build, maintain, and scale applications. While Node.js is widely adopted in the backend world, I personally prefer Go (Golang) for several key reasons. Here's why. Go is a compiled language with built-in support for concurrency through goroutines and channels. Whether it's handling multiple HTTP requests or processing data-heavy tasks, Go offers consistent and high performance with minimal memory overhead. Its lightweight concurrency model is often simpler and more efficient than JavaScript’s event loop and async/await system. Go is statically typed, which helps catch errors early during compilation. In my experience, this leads to more robust code and reduces the kind of silent …  ( 4 min )

How We Built Delta Executor: Mobile-First Roblox Script Execution Roblox's scripting ecosystem has exploded in recent years — and so has the need for tools that empower developers to understand, test, and interact with Lua-based environments. At DeltaDevs, we created Delta Executor, a performance-first, cross-platform executor tailored for Roblox scripts on Android and iOS. Many tools in the Roblox ecosystem are outdated, unsupported, or overly complex for mobile users. Delta Executor solves that with: Script execution that’s stable across devices A secure framework with memory-safe design Keyless access for paid users (and fair key-based access for free users) Smooth compatibility across Android, iOS, and emulators for PC We built it from the ground up to handle the latest anti-cheat systems Roblox introduced in 2025. Here’s how we bypassed them. -- Delta Executor Example print("Hello from Delta Executor on Mobile!") You can load, run, and debug scripts just like this on mobile devices using our tool. Full support for popular script libraries and obfuscation is built in. While built for mobile-first use, Delta Executor also runs on Windows using emulators like BlueStacks or LDPlayer. Want to see how it works? Visit our Executor Overview Page. We're also opening up SDK access for vetted contributors and curious reverse engineers. Apply at deltadevs.net/developers We built Delta Executor with security transparency at the core. If you've seen antivirus warnings, you're not alone — many executors trigger false positives. Here's why. Official Website FAQs Script Submission Fix Guide: Executor Not Opening Delta Executor is more than an exploit tool — it’s a research sandbox for scripters, hobbyists, and curious minds working within the Roblox engine. We hope this adds value to others building tools around Lua, mobile execution environments, and anti-cheat resistance. Got thoughts? Drop your feedback or reach us via our Discord.  ( 3 min )

In tech, we’re wired for growth—more velocity, more releases, more impact, more headcount. But lately, I’ve been asking myself: Where does it stop? I’ve led high-performing teams, shipped at scale, climbed the ladder. But with each new role, I noticed a pattern—what looked like “success” on paper often came with hidden trade-offs: less time with family, more stress, fewer pauses to reflect. We’re told to aim for the next title, the bigger compensation package, the unicorn IPO—as if each step up will quiet the internal noise. But it doesn’t. Even at the top, many feel like they’re still chasing something just out of reach. And here’s the kicker: when wealth and power concentrate, whether in tech or society, others get squeezed. I’ve seen brilliant engineers burn out, not because they weren’t good enough—but because the system kept telling them they had to want more. But what if the real clarity doesn’t come from achieving more—but from needing less? Less chaos. I’ve found meaning in simpler things—mentoring a junior dev, walking outside between meetings, unplugging for dinner with my kids. These aren’t productivity hacks. They’re sanity savers. Because underneath the frameworks and sprint goals, we’re just part of something bigger—organic, changing, deeply human. The atoms in our bodies? They were once stars. Literally. We are nature. And like nature, we’re not meant to scale infinitely. So here’s a quiet question I’m sitting with—and maybe you should, too: 🔍 Is your pursuit of “more” giving you peace—or quietly taking it away?  ( 3 min )

📍 Problem description You have two applications: App 1 → deployed on Server A, port 80 App 2 → deployed on Server B, port 80 When you try to configure both behind SafeLine WAF, you get the error: Duplicate applications detected on port 80: * The reason for this error is: SafeLine allows only one listener on port 80 on the frontend. ⸻ ✅ How to solve it Since SafeLine currently does not support path-based routing, the only supported solution is domain-based routing. ⸻ Use different domain names (recommended) For example: App 1 → app1.example.com → Server A:80 App 2 → app2.example.com → Server B:80 In SafeLine: Configure one listener on port 80 Set routing rules based on the Host header (domain name) to forward traffic to the correct backend server. This way, SafeLine knows exactly which application the request is meant for. ⸻ ⚠️ Why you can’t use multiple port 80 listeners or path-based routing SafeLine can only bind to port 80 once on the frontend. Multiple port 80 listeners will always result in a duplicate port error. Path-based routing (/app1, /app2) is currently not supported in SafeLine. ⸻ 🚀 Summary recommendation ✅ Use different domain names and set up Host-based routing in SafeLine. ⸻ SafeLine Website: https://ly.safepoint.cloud/ShZAy9x https://github.com/chaitin/SafeLine https://discord.gg/dy3JT7dkmY  ( 3 min )

There is a 2-layer JSON string with multiple dynamic key values in the lower layer, excluding set/array types. {"Games": {"key1": "value1", "key2": value2,"key3":value3}} Now we need to transform the lower layer into a set of multiple layers. {"Games":{"AllGames":[{"key1":["value1"]},{"key2":["value2"]},{"key3":["value3"]}]}} SQL itself does not support multi-layer data, making it more difficult to express multi-layer sets, and the indirectly implemented code is very complex. SPL naturally supports multi-layer data and multi-layer sets: Try.DEMO A2: Take the lower-layer data (one record), change the type to a set of records, and then transpose it to a two-layer sequence. […] represents a set, function E can convert a set of records into a two-dimensional sequence, and @ p represents transposition during conversion. new(new(…:AllGames):Games) Add two layers of record types on top of a multi-layer set to construct the target table sequence. esProc is free. Download~~  ( 3 min )

Welcome to the final part of our SafeLine WAF series! So far, you have set up SafeLine and configured it for your environment. Now, it’s time to test your protection, finalize your Docker installation if necessary, and troubleshoot any issues that may arise. This will help you maintain a robust and reliable WAF deployment. You can test the protection effectiveness either manually or automatically. Access your website using the parameters configured in SafeLine WAF: Open your browser and visit: http://: / The default protocol is HTTP; check the SSL option to use HTTPS. The hostname can be either the SafeLine IP or your website domain (make sure the domain resolves to SafeLine). The port is the one you configured in SafeLine for the site. If your website is not accessible, please refer to the Configuration Issues section. Try these URLs to simulate attacks and confirm SafeLine blocks them: SQL Injection: http://: /?id=1%20AND%201=1 XSS Attack: http://: /?html=alert(1) If SafeLine blocks these, you’ll see the attack prevented in your browser and logged in the dashboard. ✅ sudo yum update If you get errors like “Could not resolve host” or mirrorlist failures, add Alibaba Cloud repo: curl -o /etc/yum.repos.d/CentOS-Base.repo http://mirrors.aliyun.com/repo/Centos-7.repo sudo yum install -y yum-utils sudo yum-config-manager --add-repo http://mirrors.aliyun.com/docker-ce/linux/centos/docker-ce.repo sudo yum -y install docker-ce docker-ce-cli containerd.io sudo systemctl start docker If you get x509 certificate errors when pulling images, it’s likely a system time or certificate issue. Check your system time: date If it’s wrong, sync time with: sudo yum -y install ntpdate sudo ntpdate cn.pool.ntp.org  ( 4 min )

Now that we've confirmed Docker is installed and running (Part 1), let's test the setup by running a simple container. This will verify that Docker can successfully download images and run containers. The Hello World Container Docker offers a lightweight "hello-world" image specifically designed to test Docker installations. This minimal container confirms that: • The Docker client can connect to the Docker daemon. 1.Let's run this test container with the following command: docker run hello-world • Check if the hello-world image exists locally This message confirms that your Docker installation is working correctly. After running the hello-world container, let's check the list of containers on your system. The container we just ran has already exited, but we can still see it in the list of all containers. 2.To see all containers (including stopped ones), run: docker ps -a The -a flag shows all containers, including those that have stopped. Without this flag, docker ps would only show running containers. STATUS column shows "Exited (0)", which means the container completed its task and exited with a status code of 0 (indicating success). The hello-world image was downloaded to your local machine. Let's verify this by listing all Docker images: docker images This confirms that the hello-world image is stored locally on your system. LinkedIn: https://linkedin.com/in/kamrul-dev https://github.com/kamrul-dev Related Keywords: Kamrul Hasan DevOps Engineer, DevOps tips by Kamrul Hasan, Kamrul Hasan Docker tutorials, Learn DevOps with Kamrul Hasan, Kamrul Hasan automation expert, Kamrul Hasan cloud and containers, CI/CD pipelines by Kamrul Hasan, Kamrul Hasan Kubernetes & Docker,  ( 4 min )

The world of online dating has changed dramatically in the past few years — and artificial intelligence (AI) is playing a major role in that transformation. One emerging trend is AI dating pictures: profile photos generated or enhanced by AI to help users present their “best selves” on dating apps like Tinder, Bumble, Hinge, or even social media platforms. But what exactly are AI dating pictures, and are they a good idea? Let’s break it down. ** ✅ Generated entirely by AI — using tools like AI portrait generators or avatars based on your real face. ✅** Enhanced or edited by AI** — improving lighting, removing blemishes, sharpening features, or even subtly reshaping facial features. These photos aim to make you look more appealing without the need for professional photoshoots or heavy manua…  ( 4 min )

Most services — including social networks — offer APIs that allow third-party programs or tech-savvy users to perform actions that would normally be manual and tedious, all through code. Let’s imagine I’m blocking people on BlueSky, and I want to know if another account has blocked the same people as I have. I would need to: Retrieve my own block list Retrieve the block list of the other account And for each name, check if it's present in both lists. It’s not impossible to do — at least on BlueSky, since everything is public. But it’s a massive pain. Another example: imagine I want to block everyone who liked a post (say, because it’s a post praising Kubernetes and I don’t like Kubernetes). Here’s what I’d have to do: Find the post Retrieve the list of people who liked it Block them one by…  ( 7 min )

Troubleshooting Lag and Crashes in Swift's Camera App When developing a camera app in Swift, you may encounter issues with the startRecording function, such as lagging or crashing. These problems can result from various factors related to resource management, threading, and memory. In this article, we will explore why these issues might occur and how to effectively resolve them. Understanding the Problem The primary issue you are facing when pressing the record button is the lag followed by a crash. This occurs because the camera app attempts to perform heavy processing operations on the main thread, leading to unresponsiveness. Furthermore, the crash arises from improper handling of the GPU resources, resulting in a NSInternalInconsistencyException message about framebuffer overreleasing.…  ( 5 min )

Online learning has become a rapidly evolving educational medium that is significantly assisting students in striking a balance between work and study. In our data-driven society, the way we gain knowledge is changing. The advent of online learning has rekindled the thirst for education in many people, allowing them their pursuit of higher education alongside their current employment. Notably, the traditional full-time education model has often proved to be arduous for those who need or want to work while pursuing their studies. Advanced job markets mean that it’s essential for students to continue upskilling, but equally important is their need to maintain financial stability. This is where online learning steps into the spotlight. It offers much-needed flexibility and augments their abi…  ( 4 min )

From time to time, it's necessary to bring all dependencies up to date. Most of them update easily. Paraglide.js? Definitely not. This post is not just a dry migration guide — it’s also about the headaches, surprises, and a few decisions you’ll have to make if you’re already deep into a SvelteKit project like I am with shrtn.io. And while we’re at it: Paraglide’s approach to minimalism still makes me smile — even if it makes the docs a bit too... minimal at times. That said, version 2.0 is a huge step forward. The documentation is better, the architecture is more maintainable, and the framework independence finally feels real. But not everything is an upgrade — especially not the developer experience when removing some of the SvelteKit-specific helpers. If you're here just for the code, fe…  ( 7 min )

As modern apps shift toward microservices and cloud-native architectures, containers have become the standard for packaging and deploying software. However, running containers in production requires more than just building images—it demands scalable orchestration and intelligent management. This blog introduces container images. It explains why orchestration is essential in production environments. The blog also explores Kubernetes, the industry-standard platform for container orchestration. What Are Container Images? A container image packages app code, its runtime, libraries, and all dependencies in a predefined, portable format. This enables consistent deployment across various environments. Container runtimes—such as containerd, runC, and CRI-O—use these prebuilt images to create and…  ( 7 min )

🖋️ Introduction: Today, businesses are dealing with hybrid cloud environments, multi-vendor integrations, massive data streams, and rising end-user expectations. In this high-stakes, always-on world, even advanced automation isn’t fast enough, intelligent enough, or proactive enough. AIOps (Artificial Intelligence for IT Operations) emerges not just as a trend but as a necessity—a next-generation approach that blends machine learning, data science, and traditional monitoring to create autonomous, predictive, self-healing IT ecosystems. In this blog, we dive deep into what AIOps is, why it matters, and how it will redefine ITSM workflows in 2025 and beyond. ⚡ From Automation to AIOps: Understanding the Evolution 📚 Generative AI (Gen AI): 📚 AIOps: 🎯 Why AIOps Is No Longer Optional for Modern ITSM 🔵 Predictive Intelligence: Identify potential incidents before they impact services. 🌐 How AIOps is Transforming Core ITSM Workflows 🛡️ Why AIOps + ServiceNow = The Ultimate ITSM Stack ✅ AI-driven incident categorization and prioritization. ⚙️ Key Challenges When Deploying AIOps (And How to Overcome Them) 🔸 Data Complexity :Ensure clean, unified, and high-quality data ingestion from all sources (apps, networks, servers). ✅ Up to 70% reduction in alert volume 🔮 Future Outlook: AIOps Is Just Getting Started By 2027: More than 50% of enterprises will use AIOps platforms to automate major parts of their IT operations. 📣 Conclusion: It’s Time to Move Beyond Automation Being autonomous, predictive, and resilient—that’s the new benchmark. 📞 Ready to Embrace AIOps and Lead the Future? 🔗 Let’s talk today 👉 Follow us for cutting-edge insights into AI in ITSM, Automation Trends, and Next-Gen IT Operations. AIOps #ITSM #FutureOfIT #SmartITOps #ServiceNow #IncidentManagement #DigitalTransformation #ArtificialIntelligence #PredictiveAnalytics #Automation #TechStrategy #MJBTech  ( 6 min )

Introduction to Rust Smart Pointers In Rust, managing memory safely and efficiently is crucial for building robust applications. When working on course material that demonstrates the use of Rust’s smart pointers like Box, Rc, and RefCell, you may encounter unique scenarios, especially when implementing structures like linked lists. This article will explore a singly-linked stack and a doubly-linked deque, elucidating why the default drop implementation in Rust behaves differently for these structures. Why Choose Box, Rc, and RefCell? Before diving deep into the examples, let’s clarify the usage of each type. Box: This is a smart pointer that provides ownership of heap-allocated data. It enables recursive data structures. Rc (Reference Counted): This type allows multiple ownership of …  ( 4 min )

Most blog posts focus on using top-tier LLMs or setting up complex AI pipelines for large corporations. But what if your data is private, and you don’t have access to top-tier ML talent or massive infrastructure? In this article, we show how to fine-tune a model for mid-sized software development teams or IT support, using your own domain expertise. With Apache Answer and InstructLab, you can build a powerful, cost-effective AI solution tailored to your specific needs. InstructLab is an open-source AI community project aimed at empowering individuals to shape the future of generative AI. It provides tools for users to fine-tune existing large language models (LLMs), such as Granite, using additional data sources. This allows LLMs to continuously gain new knowledge, filling in gaps from the…  ( 6 min )

In today's fast-paced tech world, speed matters. But quality matters even more. No one wants to launch a product full of bugs or deliver a user experience that doesn't live up to expectations. That's where quality assurance (QA) comes in - not as a final check, but as an ongoing, strategic process that ensures everything runs smoothly from the start. One of the biggest mistakes companies make is putting off QA until later. By then, fixing issues becomes expensive and time-consuming. A robust QA process starts right from the planning stage. QA shouldn't be an island. Developers, designers, project managers, and QA engineers should work as a team. Communication is key. Clear documentation, shared expectations, and open feedback loops help avoid misunderstandings and missed bugs. You can't fix what you don't track. That's why a well-defined test plan is essential. It sets expectations, outlines goals, and defines what success looks like. Manual testing has its place, especially when it comes to exploratory testing or checking visual and UX elements. But automation is the backbone of a scalable QA process. Smoke tests Regression tests API testing Cross-browser checks Tools like Selenium, Cypress, or Playwright can help speed up the process. Don't overdo it with automation, though - maintaining flaky tests can slow down your team more than it helps. Pro tip: CI/CD integration Hook automated tests into your CI/CD pipeline. That way, every time new code is pushed out, it's tested instantly. Faster feedback = fewer issues in production. More in our article: https://instandart.com/blog/quality-assurance/how-to-build-a-bulletproof-qa-process/  ( 4 min )

Omit and Pick are some of the most loved utility types in TypeScript. They let you create new types by excluding or selecting specific properties from an existing type. union types, their behavior can be misleading - and in some cases, break your type expectations type Employee = { id: string name: string job_name: string } type Customer = { id: string name: string company: string } type Person = Employee | Customer ❌ Problem: Using Omit Directly type PersonWithoutId = Omit 🧨 Actual Result: type PersonWithoutId = { name: string } Only name survives. The fields job_name and company are lost. Why? not distributive over union types. It collapses the union into a common structure, then removes the property - resulting in a simplified, lossy type. ✅ Solution: DistributiveOmit We can fix this by explicitly distributing Omit across each union member: type DistributiveOmit = T extends any ? Omit : never type PersonWithoutId = DistributiveOmit ✅ Expected Result: type PersonWithoutId = | { name: string; job_name: string } | { name: string; company: string } 🧪 Same Fix for Pick type DistributivePick = T extends any ? Pick : never type BasicaPerson = DistributivePick 🧠 Summary Table  ( 3 min )

Introduction In modern web development, automating tasks can save time and reduce errors. If you're looking to dynamically import all images from a specific folder in a JavaScript project, especially in frameworks like Vue.js, you're in the right place! This article delves into how to facilitate the automatic import of images using the require.context method. Why This Issue Occurs When you're dealing with a large number of images, maintaining and updating the image list in your code can become tedious. Manually adding image paths defeats the purpose of efficiency and can lead to mistakes. This need for automation becomes especially apparent when working with dynamically loaded content, where images are regularly updated. Thus, using require.context can simplify the process, allowing you to…  ( 4 min )

In the world of modern software delivery, speed and reliability are everything. Users expect features to roll out fast — without downtime or drama. That’s where CI/CD comes in. In this blog, we’ll break down what CI/CD really is, how it powers DevOps, and walk through a real example so you can see it in action. CI/CD stands for: Continuous Integration (CI) – Automating the build and test process every time code is committed. Continuous Delivery (CD) – Automating the release of that tested code to staging or production. In simple terms: You commit code → It’s built and tested → If successful, it’s deployed automatically This approach avoids the nightmare of last-minute integration hell, ensures bugs are caught early, and allows teams to ship smaller, safer changes more frequently. Faster de…  ( 4 min )

You're shipping reports, invoices, or data exports as PDFs. And they look like they were built in 1998. That might fly internally, but the moment you're sending them to clients, investors, or partners, it reflects directly on your brand. Bad design isn't neutral. It kills trust. With reportgen.io, you can generate stunning PDFs using modern CSS, Tailwind, and Chart.js - without turning your dev team into a design agency. Here's how to go from "ugh" to "damn" in 15 minutes. If you want tight control and don't mind some manual work, you can write vanilla CSS. Think of this like hand-coding an HTML email. body { font-family: Arial; padding: 20px; } .invoice { max-width: 600px; margin: auto; border: 1px solid #ccc; padding: 20px; } <div cla…  ( 4 min )

Setting Up NVM, Node.js, and Yarn on WSL Ubuntu This guide will walk you through the complete process of setting up Node Version Manager (NVM), Node.js, and Yarn package manager on Windows Subsystem for Linux (WSL) with Ubuntu. WSL with Ubuntu installed and properly configured Internet connection Basic terminal knowledge NVM allows you to install and manage multiple versions of Node.js. # 1. Update your package lists sudo apt update # 2. Install dependencies required for NVM sudo apt install -y curl wget build-essential # 3. Download and run the NVM installation script curl -o- https://raw.githubusercontent.com/nvm-sh/nvm/v0.39.7/install.sh | bash # 4. Close and reopen your terminal, or run this to apply changes immediately: export NVM_DIR="$HOME/.nvm" [ -s "$NVM_DIR/nvm.sh" ] && \. "…  ( 5 min )

When working with Terraform, managing resource dependencies effectively is key to avoiding deployment issues. Terraform is great at automatically determining the order of resource creation, but sometimes it needs a little help, this is where depends_on comes in. In this guide, we’ll explain Terraform depends_on, how to use it, when to use it, and best practices for writing clean and efficient Terraform code. Terraform’s depends_on is a meta-argument that allows you to specify an explicit relationship between resources. When you use it you can enforce an order in which resources should be created or updated. When you configure Terraform, it analyses its dependency graph to understand the relationships between different resources. This graph helps Terraform determine the order in which r…  ( 5 min )

When developing a Flutter application that targets both mobile and web platforms, managing files can get a bit tricky due to varying support for libraries like dart:io and dart:html. This article will guide you through how to effectively handle file operations in a way that works seamlessly across both platforms. Let's delve into how to structure your code to manage files appropriately using platform checks. Understanding Platform-Specific Libraries In Flutter, the library dart:io facilitates file handling for mobile applications, while dart:html serves the web platform. Importing both libraries in a single project can lead to compilation errors due to the conflicting imports. Understanding this is crucial when attempting to build apps that target multiple platforms. Building a Unified Fil…  ( 4 min )

In today's fast-paced digital landscape, beautiful design isn’t a luxury — it’s an expectation. Customers expect seamless, visually striking apps that work flawlessly across devices. That's why we are incredibly excited to unveil a game-changing upgrade for the DronaHQ community: Introducing the Figma Design Kit — a comprehensive, fully customizable design system designed to streamline the design-to-development process. Whether you're a UI/UX designer or a developer, this kit offers everything you need to build stunning, consistent, and high-quality user interfaces directly in Figma, ensuring that your designs are easily translated into DronaHQ applications. With this kit, you can maintain brand consistency, speed up your design workflow, and hand off your assets seamlessly to develope…  ( 6 min )

Installing Go (Golang) on WSL Ubuntu This guide walks you through installing Go programming language on Windows Subsystem for Linux (WSL) with Ubuntu. WSL with Ubuntu installed and properly configured Internet connection Basic terminal knowledge There are two main methods to install Go on WSL Ubuntu: This method ensures you get the latest version of Go directly from the official website: # 1. Update your Ubuntu packages sudo apt update sudo apt upgrade -y # 2. Install required packages sudo apt install -y wget git # 3. Check the latest Go version # Visit https://go.dev/dl/ for the latest version # As of May 2025, Go 1.24.2 is the latest stable version # 4. Download the Go binary package # Replace 1.24.2 with the latest version as needed # For standard Intel/AMD processors (most common…  ( 4 min )

Machine learning is everywhere these days—from the recommendations on Netflix to self-driving cars cruising down the streets. But if you’ve ever tried to dive deeper, you’ve probably come across terms like supervised, unsupervised, and reinforcement learning. It can get overwhelming, especially if you're just starting out. Let’s break it down in simple terms, without the jargon overload, so you can actually understand what these types of machine learning are all about. 1. Supervised Learning: Learning with a Teacher In supervised learning, the machine is given input data and the correct output (the “label”). It learns from these examples so that, later, when it sees new data, it can predict the right answer. Common uses: Spam detection in emails Predicting house prices Recognizing handwri…  ( 4 min )

Let’s be honest - managing database changes can sometimes feel like juggling fire. You’ve got multiple developers making updates, environments to manage, rollbacks to worry about, and let’s not forget those late-night “It worked on dev!” surprises. But guess what? There's a tool that can help you stay ahead of the chaos. It’s called Liquibase, and it's like having a helpful assistant who always remembers what changes were made, who made them, and when. Today, we're going to break it down - what Liquibase is, how it works (especially with YAML), why it's useful, and how it's being used in real projects like mux-sql. So grab your favourite cup of coffee ☕️, and let’s dive in! Liquibase is an open-source database change management tool. Think of it as version control, but for your database. J…  ( 7 min )

In the smoldering forges of Old Valyria, where data flows like wildfire and downtime is the true enemy, there sits a sovereign of steel and silicon—the MSP40. Forged in the fires of precision and armored against chaos, this managed Ethernet switch defends the Seven Realms of Industry 4.0 with the ruthlessness of Tywin Lannister and the foresight of Bran the Broken. Let us declare why this switch claims the Iron Throne of industrial IoT. Chapter 1: The Forge of Dragonstone MSP40 is no mere ironborn gadget. Tempered in the Foundries of Valyrian Steel, it wields powers unseen since the Age of Heroes: Dragonflame Resilience: Operates from -40°C to +85°C—hotter than Drogon’s breath, colder than the Night King’s touch. Why it shatters the old order: Legacy Switches: As reliable as Joffrey’s promises—crumbling under pressure. Chapter 2: The War of Five Ports The Battle of Blackwater Bay (Smart Factories): MSP40 commands robotic arms with the precision of Arya’s Needle, slashing downtime like Lannister soldiers. “Chaos isn’t a pit. It’s a 40% productivity gain,” it whispers. The Siege of Winterfell (Power Grids): Guards substations against EMP storms, steadfast as Brienne’s oath. “The North remembers… surge protection.” The Red Wedding (Traffic Systems): Halts data collisions at smart intersections, sparing cities from King’s Landing-level gridlock. “The network sends its regards.” The Words of House MSP40 Ports: 12 channels of fury—8 RJ45 knights and 4 SFP dragons. The Dragons of Innovation The Dark Threats Beyond the Wall Legacy Switches: Bloat like Robert Baratheon’s reign, guzzling budgets and sanity. The Prophecy of the Prince That Was Plugged In Epilogue: Winter is Here (And It’s Buffering) the MSP40 is to court chaos—a realm of molten slag and screaming CFOs. The night is dark and full of packet loss. References The Song of Silicon & Packets (Maester Luwin’s Tech Scrolls) Fire & Bandwidth: A History of Industrial Ethernet (Dragonstone Archives) A Clash of Latency (King’s Landing IoT Reports)  ( 4 min )

How to Design a Height Adjustment Tool Using 3D CAD Software This article outlines the process of designing a height adjustment tool from concept to digital prototype using SelfCAD. It explores how to model key components such as the adjustable shaft, locking mechanism, and base support, while emphasizing accuracy, dimensional planning, and assembly compatibility. Through this tutorial, users will gain insight into translating mechanical design requirements into practical 3D models ready for visualization or 3D printing. https://www.selfcad.com/tutorials/3a395t6eve1f4m6p4z551ar1l5x156l641k2 Once you’ve launched the editor; https://www.selfcad.com/tutorials) available on the SelfCAD website. The tutorials page provides a treasure trove of guides, tips, and tricks that cater to designers of all levels. https://www.selfcad.com/academy/curriculum/), https://www.youtube.com/@3dmodeling101, and 3D Modeling 101 series (https://www.youtube.com/playlist?list=PL74nFNT8yS9DcE1UlUUdiR1wFGv9DDfTB). This comprehensive resource offers in-depth courses taught by industry experts, allowing you to master the intricacies of SelfCAD at your own pace  ( 4 min )

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Building reproducible models' accuracy is equally essential with model performance results in today's rapidly evolving machine learning (ML) environment. The practice of tracking and managing changes to datasets through time receives insufficient attention despite the focus on selecting the correct algorithms and adjusting hyperparameters. Data versioning practice is a critical management system that succeeds or fails an entire ML project. Reproducibility and Traceability Machine learning functions best when researchers maintain the ability to reproduce their outcomes. Model result reproducibility transforms into a random guessing process when you fail to version your data. When you retrain your model, it should deliver uniform results after each dataset variation. However, imagine seeing …  ( 6 min )

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How to Design a Tape Roller Using 3D CAD Software https://www.selfcad.com/tutorials/582738p5j4xh1v3f4sz5g505x5j5x2k5w4i6 Once you’ve launched the editor; https://www.selfcad.com/tutorials) available on the SelfCAD website. The tutorials page provides a treasure trove of guides, tips, and tricks that cater to designers of all levels. https://www.selfcad.com/academy/curriculum/), https://www.youtube.com/@3dmodeling101, and 3D Modeling 101 series (https://www.youtube.com/playlist?list=PL74nFNT8yS9DcE1UlUUdiR1wFGv9DDfTB). This comprehensive resource offers in-depth courses taught by industry experts, allowing you to master the intricacies of SelfCAD at your own pace  ( 5 min )

Check out this Pen I made!  ( 2 min )

As a system administrator or developer, securing your Linux server is non-negotiable. In this guide, we'll set up a robust yet lightweight firewall solution combining two powerful tools: UFW (Uncomplicated Firewall) and fail2ban. This combination provides an excellent security foundation without consuming excessive system resources. UFW (Uncomplicated Firewall) lives up to its name by simplifying iptables configuration while providing comprehensive firewall functionality. fail2ban monitors log files and temporarily bans IPs that show malicious behavior, such as repeated failed login attempts. Together, they create a powerful security layer that: Controls which services are accessible Blocks brute force attacks Prevents various network-based threats Uses minimal system resources UFW comes …  ( 6 min )

Hi there, fellow developers of PHP! Have you ever noticed that searching your database takes longer than destroying coffee? And your extremely complex PHP tool is sluggish when obtaining facts? The heritage may conceal the problem: MySQL indexes that are either nonexistent or implemented incorrectly. Working with databases takes up a significant amount of our time as PHP developers. Knowledge of how to optimize such interactions is necessary for developing apps that may be fast, scalable, and easy to use. Similarly, indexing is your secret weapon when it comes to MySQL. Suppose that a database table is a vast, disorganized library. To find a certain book (or data row) in the absence of an index, one must search across every shelf. Suppose the same library's catalog is now well-structured. …  ( 7 min )

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In the journey of using Scala 3.6.4, you might encounter situations where you're trying to debug your code and use quotes.reflect.report.info to log messages. However, you may notice that the compiler output doesn’t display all the messages you expect, and it seems like Scala is deduplicating these messages, even when they are unique. Understanding the Issue The issue arises from the way Scala's compiler optimization handles logging messages. When using quotes.reflect.report.info, the compiler may decide to suppress logging information that it considers duplicate. This can lead to frustration, especially when you rely on descriptive debugging information to trace issues within your macros or templates. This deduplication feature is crafted by design, aimed at reducing noise in the error ou…  ( 4 min )

Stop Using AWS. Jonas Scholz ・ May 3 #cloud #devops #docker #startup  ( 2 min )

Introduction to Chrome Printing Issues with CSS When printing web pages, different browsers behave differently and utilize media queries in varying ways. You may have encountered a situation where your stylesheets work beautifully in Internet Explorer, applying the desired styles while printing, but you face challenges in Google Chrome. This can be frustrating, especially if your layout includes essential modifications like removing headers and footers to create a more print-friendly output. In this article, we will explore the reasons behind these inconsistencies and present effective solutions to ensure your print styles are applied correctly in Chrome. Understanding Print Stylesheets and Browsers Why Do Browsers Render Print Styles Differently? One primary reason for the discrepancy bet…  ( 5 min )

Have you ever wanted a minimal, flexible time tracking tool that respects your flow as a developer or freelancer? After building tools for clients for years, I finally built one for myself — and now I'm sharing it with you. ✅ What is TimeTracks? 🔁 Live clock-in/out ⚡️ Built on DynamoDB, Express, and JWT for speed and flexibility All data is scoped by organization, so multiple teams can track time independently — whether you're solo or running an agency. 🧱 Why I built it I also wanted: A clean API-first design TimeTracks is currently in open beta — early users will have free lifetime access. 🔧 Tech stack 🌐 Try it https://timetracks.visidra.com You can sign up, invite teammates, and start tracking time in minutes. No card required. 💬 Feedback welcome What features do you wish lightweight time tracking tools had? Would you use it to track CI/CD jobs or async workflows? Do you want integrations with GitHub, Notion, or Jira? Leave a comment or DM me — let’s build a better time tracker, together.  ( 4 min )

Introduction If you're using the Ollama library to interact with custom language models and encountering an error like model not found, you're not alone. This article will delve into the reasons for this issue, specifically with the model named hf.co/mradermacher/Llama-3.2-3B-Instruct-uncensored-GGUF, and provide actionable steps to resolve it. Understanding the Error The error message you received, ollama._types.ResponseError: model 'hf.co/mradermacher/Llama-3.2-3B-Instruct-uncensored-GGUF' not found (status code: 404), indicates that the Ollama library couldn't locate the specified model. There are various reasons this could happen: Model Availability: The model might not be available, or it might be a private repository. Version and Naming: The naming convention or version control could…  ( 4 min )

I originally posted this post on my blog. These days, Ben, one of my email subscribers, asked me a question about blogging using Markdown. Here's an edited version of his email: I have been on a journey to start a coding blog over the past couple of months but just cannot get behind Markdown blogging in an IDE, which seems to be the most common or popular way to create a blog. I find it far easier to use some web service that essentially amounts to a rich text editor. What would you recommend in this instance? Am I missing some obvious solutions or is getting the hang of Markdown just the way everyone recommends doing this? Well, I'm a plain-text fan. Writing posts using Markdown on a text editor is my favorite way to blog. You could write HTML files and publish them directly to the Intern…  ( 4 min )

May 5, 2025 - SM Aura, Taguig - If you’re like me and love gaming almost as much as you love Jollibee, then get ready—because this new drop is fire. 🔥 Just launched, Jollibee officially kicked off its first-ever GameJoy Con, and it’s bringing something awesome to the table: GameJoy Combos. These new meal sets don’t just satisfy your hunger—they also come with GameJoy Credits that you can use to top up your favorite mobile games. Yes, your Chickenjoy now comes with actual game joy! 🎉 GameJoy Con: Big Names, Lukewarm Impact GameJoy Con looked like a spectacle, with multiple personalities and creators in attendance hyping up the campaign. The event had the ingredients for a community-powered launch, but some fans and observers felt it didn’t quite live up to its full potential. While the e…  ( 5 min )

The Go SDK for Azure Cosmos DB is built on top of the core Azure Go SDK package, which implements several patterns that are applied throughout the SDK. The core SDK is designed to be quite customizable, and its configurations can be applied with the ClientOptions struct when creating a new Cosmos DB client object using NewClient (and other similar functions). If you peek inside the azcore.ClientOptions struct, you will notice that it has many options for configuring the HTTP client, retry policies, timeouts, and other settings. In this blog, we will cover how to make use of (and extend) these common options when building applications with the Go SDK for Cosmos DB. I have provided code snippets throughout this blog. Refer to this GitHub repository for runnable examples. Common retry scenari…  ( 12 min )

The Remy-Linguini Dynamic If you haven't seen the movie, here's the gist: Remy is an incredible chef with all the know-how, but he's a rat, so no kitchen access. Linguini is a kitchen worker with full access but little cooking skill. Together, they form a symbiotic relationship: Remy hides under Linguini's hat and guides him on what tools to use and when. If a customer orders fries, Linguini might freeze, but Remy scopes out the kitchen, sees what's available, and gives step-by-step instructions: "Grab a knife and a cutting board. Now slice the potato." Then, Linguini executes the plan. Agentic systems work similarly. You have three core components: A Large Language Model (LLM) An Agent Tools The LLM is like Remy; it is full of knowledge and reasoning, but has no hands-on access. Th…  ( 7 min )

Introduction In today's interconnected world, verifying educational achievements has become increasingly important. Traditional paper certificates are susceptible to loss, damage, and forgery. Moreover, sharing these credentials across borders or institutions can be cumbersome. Digital credentials offer a solution—secure, verifiable, and easily shareable representations of academic accomplishments. This article explores how digital credentials, particularly those using decentralized identity technologies, are transforming the way we recognize and share educational achievements. The Limitations of Traditional Credentials Traditional educational credentials, such as paper diplomas and transcripts, have several drawbacks: Vulnerability to Fraud: Paper certificates can be easily forged, leadin…  ( 5 min )

In the world of digital communication, email remains one of the most powerful tools for businesses. Yet, even with the best content and design, your emails might still end up in the dreaded spam folder or worse, never reach your audience at all. If you've noticed low open rates or minimal engagement, email deliverability issues could be the culprit. Let’s explore why your emails aren’t reaching inboxes, and more importantly, how to fix it. Email deliverability refers to the ability of your email campaigns to reach your subscribers' inboxes. It’s not just about sending an email successfully; it’s about making sure it lands where it's supposed to—the inbox, not the spam folder. Deliverability is influenced by several technical and content-related factors that email service providers (ESPs) u…  ( 5 min )

Introduction Are you working with multiple instances of TaskListView in your SwiftUI application and encountering a challenge with task state synchronization? If marking a task as complete or incomplete in one instance doesn’t reflect in another dynamically, you’re not alone. This article discusses how to maintain synchronized state across instances of TaskListView, enhancing your SwiftUI app's user experience. Understanding the Problem When you have multiple instances of TaskListView, it’s essential to ensure that they can communicate with each other and reflect the same state changes in real-time. The common approach is to maintain a centralized state that allows both instances to read from and write to the same source. This is particularly crucial in applications where real-time data up…  ( 5 min )

Risk Management in Dev Projects: Identifying, Assessing, and Mitigating Technical Risks Pratham naik for Teamcamp ・ May 7 #webdev #productivity #devops #opensource  ( 2 min )

Types of Hosting There are 4 main types of hosting, depending on your needs, budget, and technical skills: What it is: Multiple websites share the same server and resources. Best for: Beginners, small websites, blogs. Pros: Cheap, easy to use. Cons: Limited performance, less control, security risk from other users. Examples: Hostinger, Bluehost, GoDaddy, Namecheap What it is: A physical server divided into virtual servers. You get dedicated resources. Best for: Developers, small-to-medium apps, testing environments. Pros: More control, better performance than shared. Cons: Needs basic sysadmin knowledge (SSH, Linux, Docker). Examples: DigitalOcean, Linode, Hetzner, Vultr What it is: You get the whole physical server just for your app. Best for: Large apps, enterprise workloads, high-traffic systems. Pros: Full control, top performance. Cons: Expensive, requires advanced knowledge to manage. Examples: OVH, Liquid Web, IBM Cloud Bare Metal What it is: On-demand infrastructure with autoscaling, storage, and other services. Best for: Scalable apps, modern deployments, CI/CD workflows. Pros: Scales easily, pay-as-you-go, supports containers/microservices. Cons: Learning curve, can be costly over time if not optimized. Examples: Cloud providers: AWS (EC2, ECS, Lightsail), Azure, Google Cloud PaaS: Render, Railway, Heroku, Vercel (frontend), Netlify (frontend) Some hosts specialize in Docker/Kubernetes: For Docker Compose: VPS (DigitalOcean, Hetzner) For Kubernetes: AWS EKS, Azure AKS, GCP GKE, or K3s on your VPS If you found this helpful, consider supporting my work at ☕ Buy Me a Coffee.  ( 3 min )

Implementing a JavaScript plugin system using Rust with Deno can be an exciting challenge. This guide explores how to set up such a system that can integrate JavaScript execution alongside Rust's efficiency while leveraging Deno's secure permission model and web APIs. Understanding Deno and its Permission Model Deno is a modern runtime for JavaScript and TypeScript that offers robust security through permissions. It allows developers to run JavaScript code outside of a browser-controlled environment with controls over which files and network access is available. This makes it an ideal candidate for implementing a plugin system where different scripts can be executed with varying levels of control. Setting Up Your Rust Project with Deno To get started, you need to create a new Rust project.…  ( 5 min )

Learning Swift: The Basics of iOS Development If you're looking to dive into iOS development, Swift is the language you need to learn. Developed by Apple, Swift is powerful, intuitive, and designed specifically for building apps across Apple’s ecosystem—iOS, macOS, watchOS, and tvOS. In this guide, we’ll cover the fundamentals of Swift and how to get started with iOS development. Whether you're a beginner or an experienced developer exploring mobile development, this article will help you grasp the core concepts. Why Learn Swift? Before jumping into the syntax, let’s discuss why Swift is a great choice: Modern & Fast – Swift is optimized for performance and includes modern programming features like type inference, optionals, and memory management. Easy to Read – Its clean syntax makes it e…  ( 5 min )

Buy Me a Coffee☕ *My post explains variable assignment in Python. You can unpack the iterable which has zero or more values to one or more variables as shown below: *The number of variables must match the number of values unless a variable uses *. v1, v2, v3 = [0, 1, 2] v1, v2, v3 = [0, 1] # ValueError: not enough values to unpack (expected 3, got 2) v1, v2, v3 = [0, 1, 2, 3] # ValueError: too many values to unpack (expected 3) *The one or more values with one or more commas(,) are a tuple. v1, v2, v3 = [0, 1, 2] v1, v2, v3 = range(0, 3) v1, v2, v3 = 0, 1, 2 # Tuple v1, v2, v3 = (0, 1, 2) print(v1, v2, v3) # 0 1 2 *By default, only keys are assigned to variables from a dictrionary same as using keys(). v1, v2, v3 = {"name":"John", "age":36, "gender":"Male"} v1, v2, v3 = {"name":"John", "age":36, "gender":"Male"}.keys() print(v1, v2, v3) # name age gender *values() can get only the values from a dictionary. v1, v2, v3 = {"name":"John", "age":36, "gender":"Male"}.values() print(v1, v2, v3) # John 36 Male *items() can get both the keys and values from a dictionary. v1, v2, v3 = {"name":"John", "age":36, "gender":"Male"}.items() print(v1, v2, v3) # ('name', 'John') ('age', 36) ('gender', 'Male') print(v1[0], v1[1], v2[0], v2[1], v3[0], v3[1]) # name John age 36 gender Male v1, v2, v3, v4, v5 = "Hello" print(v1, v2, v3, v4, v5) # H e l l o  ( 3 min )

Mobile Navigation Menu How To, for Web Applications This tutorial explains How to Create a Vertical Navigation Menu for Smartphones and Tablets Using CSS and JavaScript. Imagine a top horizontal bar in a smartphone. There is the menu icon at the right of the bar, and the logo at the left of the bar. When the icon is clicked, a vertical menu bar appears below the top bar, pushing the main document content downwards. When the icon is clicked again, the vertical menu bar disappears and the main document content rises up to its original placement. Do not confuse between a menu and a menu icon. A menu is a list of items. The list may be vertical or horizontal. For this tutorial, the list is vertical. The menu icon is a small button having three horizontal bars. When the menu icon i…  ( 11 min )

Originally written at pooyan.info Who is the author? Check out my profile on LinkedIn. Vendor lock-in refers to a situation where an organization becomes overly dependent on a specific vendor's products or services, making switching to alternatives costly, time-consuming, or technically difficult. Over the years, many companies have experienced frustration when trying to move away from large vendors like IBM, Microsoft, or Oracle due to contractual constraints, proprietary technologies, and sudden pricing changes. A recent example is VMware's acquisition by Broadcom, followed by significant pricing changes that disrupted many businesses. In startup environments, it's common to hear voices urging multi-cloud strategies or insisting on only using "cloud-agnostic" tools to avoid a potential l…  ( 7 min )

Introduction If you’ve ever encountered the no main manifest attribute error while trying to run a JAR file in Java, you’re not alone. This common issue arises when the JAR file lacks the necessary metadata to specify the entry point of your application. This article will guide you through understanding this error, configuring your pom.xml file correctly, and successfully packaging your Java application into a runnable JAR file. Understanding the Error When you package a Java application into a JAR file, the Java Runtime Environment (JRE) looks for a specific entry in the JAR's manifest file to understand where the main class is located. If this entry is missing, Java throws the no main manifest attribute error. This typically happens when the maven-jar-plugin isn't correctly configured in…  ( 5 min )

Leapcell: The Best of Serverless Web Hosting The Python code style guide is not set in stone. It evolves continuously with the development of the language. Some old conventions are gradually phased out, and new ones keep emerging. At the same time, many projects have their own coding style guides. When there are conflicts, the project-specific guides should be followed first. However, there is an important principle to keep in mind: "The stupid persistence in consistency is the monster of ignorance", which is a profound insight from Guido. Since code is often read more frequently than it is written, the core goal of the style guide is to improve code readability and keep all kinds of Python code consistent. As PEP20 says, "Readability counts". The style guide emphasizes consistency. While …  ( 10 min )

Leave a comment below to introduce yourself! You can talk about what brought you here, what you're learning, or just a fun fact about yourself. Reply to someone's comment, either with a question or just a hello. 👋 Come back next week to greet our new members so you can one day earn our Warm Welcome Badge!  ( 3 min )

In today's financial landscape, managing personal finances effectively has become increasingly complex. As a developer who was frustrated with existing solutions, I set out to build WiseCashAI - a completely free, browser-based personal finance tracker that leverages AI to provide intelligent insights and automate financial management tasks. Financial management apps often come with significant limitations: subscription fees, privacy concerns, limited customization, and lack of intelligent features. WiseCashAI addresses these issues by providing: A 100% free solution with no hidden costs Complete privacy with browser-based storage (your financial data never leaves your device) AI-enhanced features for intelligent financial management Seamless synchronization across devices via Google Drive…  ( 5 min )

Quando se trata de desenvolvimento web fullstack para aplicações empresariais, poucas combinações oferecem a solidez e a maturidade de Angular no frontend e Java no backend. Esta stack tecnológica continua sendo uma escolha popular para sistemas que exigem confiabilidade, segurança e escalabilidade. Como desenvolvedor que já trabalhou em vários projetos usando essa combinação, posso compartilhar que a curva de aprendizado inicial pode parecer íngreme, mas os benefícios a longo prazo são substanciais. Na minha experiência, existem várias razões convincentes para escolher esta stack: Tipagem forte em toda a aplicação - TypeScript no Angular e Java no backend proporcionam um ambiente completamente tipado, reduzindo erros em tempo de execução Arquitetura corporativa madura - Ambas as tecnologi…  ( 6 min )

In this article, we are going to review API layer in /apps route in ACI.dev platform. We will look at: Locating the /apps route apps folder API layer in apps/page.tsx This /apps route loads a page that looks like below: ACI.dev is the open source platform that connects your AI agents to 600+ tool integrations with multi-tenant auth, granular permissions, and access through direct function calling or a unified MCP server. ACI.dev is open source, you can find their code at aipotheosis-labs/aci. This codebase has the below project structure: apps backend frontend frontend ACI.dev is built using Next.js, I usually confirm this by looking for next.config.ts at the root of the frontend folder. And there is a src folder and app folder inside this src folder. This means t…  ( 4 min )

Why Learning to Code is So Damn Hard Rachel Moser for The Odin Project ・ Mar 16 #webdev #programming #theodinproject  ( 2 min )

import time import requests BEARER_TOKEN = "A" user_name = 'apex_ether' url = f"https://api.twitter.com/2/users/by/username/{user_name}" headers = {"Authorization": f"Bearer {BEARER_TOKEN}"} params = { "user.fields": "id,name,username,created_at,description,location,url,profile_image_url,protected,verified,public_metrics" } response = requests.get(url, headers=headers, params=params) time.sleep(5) # 即使查不到用户信息 响应码也是200，这里不会报错 response.raise_for_status() res_data = response.json() # {'data': {'location': 'Mempool', 'description': 'building @veildotcash', 'id': '1052847943185661952', 'name': 'Apex777.eth', 'username': 'apex_ether', 'profile_image_url': 'https://pbs.twimg.com/profile_images/1743420564436324352/eY2NN3QI_normal.jpg', 'public_metrics': {'followers_count': 6887, 'following_count': 939, 'tweet_count': 5250, 'listed_count': 81, 'like_count': 10249, 'media_count': 538}, 'url': 'https://t.co/nIOHUjJyDF', 'protected': False, 'verified': False, 'created_at': '2018-10-18T09:04:45.000Z'}} print(f'用户详情：{res_data}') # user_id = res_data.get('data', {}).get('id')  ( 3 min )

Responsive design used to mean endless media queries, rigid breakpoints, and lots of trial and error. But modern CSS offers something better — the power of clamp(). Still, using clamp() across different layout properties (like spacing, widths, typography) isn't always intuitive. So let’s simplify it. clamp()? Here’s what the right tool can help you with: ✅ Boost productivity ✅ Cut down on trial-and-error ✅ Write cleaner, scalable CSS ✅ Build fluid layouts with fewer breakpoints ✅ Preview and optimize shorthand styles (padding, margin, etc.) Whether you're designing for typography or layout, these tools remove the guesswork from creating smooth, scalable styles. Typography scaling with typescales for headings, body, and captions Spacing control for margin, padding, and gap, includi…  ( 4 min )

Installing AWS CLI v2 on WSL (Ubuntu) This guide walks you through installing the AWS Command Line Interface (CLI) version 2 on Windows Subsystem for Linux (WSL) with Ubuntu. WSL with Ubuntu installed Internet connection Basic terminal knowledge There are two main methods to install AWS CLI v2 on WSL Ubuntu: This is the recommended method as it installs the latest AWS CLI v2 directly from Amazon. # 1. Update your Ubuntu packages sudo apt update sudo apt upgrade -y # 2. Install unzip if you don't have it already sudo apt install -y unzip curl # 3. Download the AWS CLI v2 installation package curl "https://awscli.amazonaws.com/awscli-exe-linux-x86_64.zip" -o "awscliv2.zip" # 4. Unzip the installer unzip awscliv2.zip # 5. Run the install program sudo ./aws/install # 6. Verify the insta…  ( 4 min )

Here’s a standard and scalable directory structure for a Point of Sale (POS) system using MVVM architecture in Swift, with clean separation of concerns and real-world modularity: POSApp/ │ ├── App/ │ ├── AppDelegate.swift │ ├── SceneDelegate.swift │ └── Environment/ │ └── AppEnvironment.swift │ ├── Coordinators/ │ ├── AppCoordinator.swift │ └── Modules/ │ ├── AuthCoordinator.swift │ ├── ProductCoordinator.swift │ ├── CartCoordinator.swift │ └── CheckoutCoordinator.swift │ ├── Modules/ │ ├── Auth/ │ │ ├── View/ │ │ ├── ViewModel/ │ │ ├── Model/ │ │ └── Service/ │ │ │ ├── Product/ │ │ ├── View/ │ │ ├── ViewModel/ │ │ ├── Model/ │ │ └── Service/ │ │ │ ├── Cart/ │ │ ├── View/ │ │ ├── ViewModel/ │ │ ├─…  ( 4 min )

Here’s a standard and scalable directory structure for a Point of Sale (POS) system using MVVM architecture in Swift, with clean separation of concerns and real-world modularity: POSApp/ │ ├── App/ │ ├── AppDelegate.swift │ ├── SceneDelegate.swift │ └── Environment/ │ └── AppEnvironment.swift │ ├── Coordinators/ │ ├── AppCoordinator.swift │ └── Modules/ │ ├── AuthCoordinator.swift │ ├── ProductCoordinator.swift │ ├── CartCoordinator.swift │ └── CheckoutCoordinator.swift │ ├── Modules/ │ ├── Auth/ │ │ ├── View/ │ │ ├── ViewModel/ │ │ ├── Model/ │ │ └── Service/ │ │ │ ├── Product/ │ │ ├── View/ │ │ ├── ViewModel/ │ │ ├── Model/ │ │ └── Service/ │ │ │ ├── Cart/ │ │ ├── View/ │ │ ├── ViewModel/ │ │ ├─…  ( 4 min )

🚀 12+ Must-Have Free JSON APIs for Developers in 2025 Looking to supercharge your next project with real, reliable, and ready-to-use data? Say hello to AquaScript — your ultimate hub for free, blazing-fast JSON APIs that make development smoother, smarter, and more fun! 💻✨ 🚫 No Sign-ups or API Keys: Instant access — no barriers, no strings attached. ⚡ Lightning-Fast Responses: Optimized for speed to keep your development process smooth. 📚 Diverse Data Categories: From books and movies to jokes and recipes, we've got a wide range of data sets. 🔄 Regular Updates: Our APIs are constantly updated to ensure data relevance and accuracy. Access detailed information on book titles, authors, genres, and more. Retrieve comprehensive movie data, including ratings, cast, and streaming availability. Fetch a vast collection of inspirational, funny, and motivational quotes. Get clean jokes suitable for all audiences, including tech-specific humor. Generate mock user data for testing and development. Discover a variety of recipes with ingredients, instructions, and nutritional information. Access song metadata, lyrics, and artist information. Visit AquaScript and start integrating these powerful APIs into your projects today. Whether you're building an app, a website, or just experimenting, AquaScript provides the tools you need — free, fast, and reliable. Found AquaScript helpful? Share it with your fellow developers and help others discover this valuable resource. Let's build amazing things together! 🌟 Contact: support@aquascript.xyz Subscribe Channel: https://youtube.com/@aquascript-apis?si=hfXTbDmZdWx3AHf9  ( 3 min )

Managing keys for your Lua scripts can be crucial for ensuring security and functionality, especially if you're looking to control access without relying on expensive or complex services. In this article, we'll guide you through creating a simple key management system in Lua that enables you to generate, manage, and validate keys easily. Understanding Key Management in Lua Key management in programming is essential for controlling who has access to your application or script's features. As a beginner, you might struggle with various third-party solutions that can be confusing or costly. By developing your own key management system in Lua, you can tailor it to your needs without unnecessary complexity. Why You Need a Custom Key Management System Cost-Effective: Instead of paying for service…  ( 5 min )

“A maior revolução da nossa era não é industrial, nem digital na verdade é cognitiva. E a protagonista é a famigerada Inteligência Artificial.” 🚀 Este post é um resumo expandido do nosso vídeo no YouTube Gravamos um episódio especial para discutir o impacto real da Inteligência Artificial na sociedade, na economia e no futuro do desenvolvimento de software. Agora, com novas reflexões e termos que surgiram após a gravação como o "Vibe Coding" decidimos ampliar essa conversa por aqui. Se você quiser a experiência completa em vídeo, assista ao episódio no YouTube: youtube - Explorando a AI Moderna A Inteligência Artificial (IA) deixou de ser um conceito de ficção científica para se tornar uma das forças mais influentes na transformação da sociedade contemporânea. Presente nos assistente…  ( 9 min )

Today I need to find a suitable foundational library for video processing. FFMpegCore works for one-shot things but despite a fluent API, its interface is still too command line like. Here is what I found out: OpenCvSharp LibVLCSharp FFMediaToolkit Frames ✅ decode / encode ✅ (via callbacks) ❓ Audio ❌ ✅ decode / encode / mux ❓ Extra libs ~5 MB/platform +7 MB +7 MB Licence Apache‑2.0 LGPLv2.1 MIT Platforms Win / mac / Linux / Arm Win / mac / Linux / iOS / Android Win / mac / Linux LibVLCSharp seems more focused on directly displaying things (e.g. in Xamarine and WPF) instead of low-level API based processing; FFMediaToolkit, on the other hand, still depends on FFMPEG and can't avoid licensing issue. Eventually, I had to go with separate video + audio processing in favor of OpenCvSharp (it's Apache-2.0 by the way). Notice OpenCVSharp has some advantage over EmguCV for custom dev: OpenCvSharp Emgu.CV Licence Apache-2.0 (fully permissive) GPL v3 or commercial licence Interop model Pure P/Invoke (no C++/CLI), works on any .NET core runtime Historically C++/CLI wrapper (needs Windows for full feature set), .NET Standard P/Invoke layer added later NuGet size (native) 4–6 MB per RID (modular runtime packages) 30 MB + for the “opencv‑world” monolith, or 90 MB for emgucv‑runtime‑ubuntu GPU (CUDA) support Provided in separate OpenCvSharp4.runtime.dnn package Official CUDA builds, but Windows‑only binaries unless you compile yourself API surface ~1:1 with OpenCV C++ names (easy to port C++ samples) Thicker .NET façade (e.g. Image types), extra helpers Cross‑platform stability Actively tested on Windows / Linux / macOS / arm64 Windows the main focus; Linux/macOS possible with libopencv from distro or big runtime package Learning curve If you know OpenCV C++ you feel at home Higher‑level abstractions can be friendlier for newcomers Commercial support Community‑driven Paid licences & support available from Emgu CV, Inc.  ( 3 min )

"Just because it’s one database doesn’t mean it should act like one app." Managing multiple applications using a single database with multiple schemas sounds clean—until things start to break under load. Here's what we learned the hard way and how you can handle it better. We had: 🧵 Microservices for modules like user-service, order-service, etc. 🗃️ All shared the same PostgreSQL DB using dedicated schemas (user_schema, order_schema, ...). 🪝 Each app pointed to the same datasource (JDBC URL), but with different search_path schema config. What we expected: Clean schema separation with easy analytics and joins. What we got: Connection leaks, poor connection pool behavior, and schema confusion. With one shared datasource and multiple apps hitting the DB simultaneously, connections kept tim…  ( 4 min )

Introduction Understanding memory allocation in Rust, especially heap allocation, is crucial for writing efficient and safe programs. A common point of confusion arises when working with stack and heap memory, as illustrated by discussions in the Rust community. There has been notable inquiry surrounding issues like stack overflow errors, which are often linked to how Rust manages memory. In this article, we will explore how Rust handles heap allocation and clarify why it behaves the way it does. What is Heap Allocation in Rust? Heap allocation in Rust occurs when we need to allocate memory dynamically, which is often necessary for larger data that cannot fit on the stack. The Rust programming language helps manage memory through a system of ownership, borrowing, and its smart pointers lik…  ( 5 min )

Abstract This post explores the evolving landscape of open source funding and blockchain project funding for new initiatives. We explain how modern funding models, decentralized finance, and tokenization are reshaping sustainable innovation. The post covers background, core concepts, practical use cases, challenges, and emerging trends. By using tables, bullet lists, and easy-to-read language, we deliver technical insight for both developers and investors. Key topics include corporate sponsorship, decentralized finance, tokenized open source licenses, and community-driven models that democratize access to funding. Open source software and blockchain projects can revolutionize how innovation gets funded. Today, new models like corporate sponsorships, decentralized finance (DeFi), and toke…  ( 8 min )

Perl has long been celebrated for its text processing capabilities and its adaptability in various scripting tasks. The Comprehensive Perl Archive Network (CPAN) is a large repository of Perl software and documentation, offering thousands of modules that extend Perl's functionality. In this article, we'll explore some of the notable CPAN modules that every Perl developer should consider using. Moose Moose is a postmodern object system for Perl 5, aiming to provide high levels of flexibility while retaining simplicity. It streamlines the process of creating Perl classes by providing powerful and unconstrained object-oriented programming capabilities. Moose enhances readability and maintainability, making it a favorite among Perl developers. Simple declaration of attributes and classes. Ro…  ( 4 min )

When building components in Ruby using the Phlex library, developers often want the flexibility to use yield multiple times within a single component. The question arises: “Is it possible for a Phlex component to yield more than once?” In this blog post, we will explore this concept, the workings of the Phlex library, and provide a solution to achieve the desired functionality without modifying the method signatures. Understanding Phlex Components Phlex is a powerful library for creating HTML components in Ruby. It allows developers to craft reusable components easily while leveraging the power of Ruby's block syntax. The yield statement in Ruby is often used to pass control from a method back to a block that is supplied at the point of the method call. In traditional Ruby blocks, the stru…  ( 5 min )

Exception handling is an essential aspect of writing robust Perl programs. It ensures that your code can gracefully handle unexpected events or errors without crashing. In 2025, Perl continues to be relevant, with several tools and libraries that make exception handling more intuitive for developers. This guide will take you through the steps to effectively manage exceptions in your Perl programs. Exception handling in Perl involves capturing and managing errors that may occur during the execution of a program. The goal is to prevent these errors from disrupting the program's workflow and to provide clear error messages or logging for troubleshooting. Robustness: Improves the reliability of your applications. User Experience: Ensures that users receive meaningful feedback instead of crypti…  ( 4 min )

Let’s talk about something few developers admit out loud: we're still doing integration wrong. Sure, we’ve moved beyond FTP dumps and cron jobs—hopefully. But even now, in 2025, it’s shocking how often integration is an afterthought. We default to old habits: point-to-point connections, fragile middleware setups, and hand-rolled glue code. It feels productive… until everything breaks. If you’ve ever untangled a mess of connectors, patched together five tools to talk to each other, or babysat a brittle pipeline at 2 a.m.—you know what I mean. The Problem Isn’t That We Don’t Care—It’s That We Start in the Wrong Place Integration usually begins with one request: "We just need to connect System A to System B." So we wire it up. Then System C comes in. Then D. And suddenly we’re dealing with …  ( 4 min )

Abstract: This post explores how open source funding and blockchain-based project funding are transforming education. We discuss the background, core concepts, practical use cases, challenges, and future trends in this emerging ecosystem. By merging community-driven open source practices with blockchain technology—featuring smart contracts, NFTs, and decentralized governance—we uncover innovative pathways to make quality educational content accessible, transparent, and sustainable. Learn how established platforms and cutting-edge initiatives like BitDegree, TeachMePlease, and licensing guides such as the Copyleft Licenses Ultimate Guide are spearheading this revolution. In the digital era, education is evolving rapidly. Traditional funding models are giving way to innovative approaches th…  ( 9 min )

Semicolons were often added to the end of URLs, especially in r/Conservative summaries, and they became a part of the hyperlinks wrongly, making some of the hyperlinks unusable. I often randomly test the hyperlinks and they all worked, but I just realize that I only test the longest hyperlinks, because I think they are the ones more prone to hallucinations. I didn't find any hallucinations. But yesterday I clicked some of the simpler links of r/Conservative summaries and I got 30% of them not working. I panicked because I thought the hallucination caught me off guard, but then I realized all the links were real, but they each got an additional ";" attached to them, which was redundant. The links themselves were correct but the semicolons I used to declare the end of line was wrongly identified as part of the URLs. The fix was simple. I removed all redundant semicolons from all my current and previous output documents. I am really surprised of this bug because it affected so many links but it evaded my "random" sampling for so long, because I didn't test the rendered URL links very thoroughly, and I thought very long and complex links were at higher risks of hallucination, so I tested those a lot. Weird enough, those never had problems, but the shorter, simpler links did. I am very sorry for the potential confusion it might have created.  ( 3 min )

Sebagai pengguna baru MacBook dengan chip M3, mungkin kamu punya beberapa kekhawatiran terkait cara kerja macOS, terutama jika sebelumnya kamu terbiasa dengan sistem operasi Windows. Salah satu pertanyaan yang sering muncul adalah apakah MacBook perlu dimatikan (shutdown) setiap hari atau cukup dengan menggunakan sleep mode? Pada Windows, sering kali kita dihadapkan dengan masalah aplikasi yang terus berjalan di latar belakang, yang menyebabkan sistem menjadi lambat dan mempengaruhi waktu booting saat mulai menggunakan komputer. Hal ini sering membuat pengguna Windows merasa perlu untuk mematikan komputer setiap kali selesai digunakan. Namun, macOS, khususnya pada MacBook dengan chip M3, dirancang dengan cara yang lebih efisien dalam mengelola daya dan aplikasi yang berjalan. Di macOS, Mac…  ( 4 min )

Check out this Pen I made!  ( 2 min )

Introduction If you've encountered an issue with getting your app approved due to problems with the FOREGROUND_SERVICE permission in Kotlin, you're not alone. Many developers face challenges driven by unclear guidelines from the Google Play Store. This article will explore the common reasons for rejection, how to properly declare your app's use of foreground services, and best practices to ensure your app meets compliance standards. Understanding Foreground Service Permission Foreground services allow your application to perform long-running operations while the user is aware of what it is doing. These services are typically used for tasks that need to keep running even if the app is not actively in foreground. However, Google has strict policies regarding how these permissions should be i…  ( 5 min )

AWS AI/ML deployment requires integrated infrastructure, deployment patterns, and optimization techniques Implementing production-scale AI/ML workloads on AWS in 2025 demands a comprehensive approach integrating sophisticated hardware selection, distributed training architectures, and custom security controls with advanced monitoring systems. This guide presents a complete financial fraud detection implementation showcasing AWS's latest ML services, infrastructure patterns, and optimization techniques that reduce cost by 40-70% while maintaining sub-100ms latency at scale. The most successful implementations use purpose-built accelerators (Trainium2/Inferentia2), infrastructure-as-code deployment, and multi-faceted security to create resilient, performant AI systems. The AI/ML landscape …  ( 46 min )

Abstract This post explores the synergy between open source funding and blockchain project funding. We explain their background, core concepts, real-world applications, challenges, and future innovations. The discussion highlights how these funding models collectively empower communities, secure digital assets, and foster innovation. With technical insights, clear explanations, tables, and bullet lists, this guide is designed for developers, investors, and tech enthusiasts seeking to understand and benefit from sustainable, community-driven funding ecosystems. The technology landscape is evolving rapidly with open source and blockchain projects leading the way in innovation and community collaboration. Today, funding models are not only supporting creative software development but also e…  ( 9 min )

What is Tornado Cash? Tornado Cash is a decentralized, non-custodial crypto mixer designed to enhance transaction privacy on public blockchains. It uses smart contracts and zero-knowledge (ZK) proofs to conceal the onchain link between the sender and receiver of a transaction. Launched by Roman Storm and Roman Semenov on Ethereum in 2019, Tornado Cash allows users to send and receive cryptocurrency anonymously, without exposing their wallet history. Unlike centralized mixers, Tornado Cash operates entirely onchain through immutable smart contracts, meaning no central party controls the funds.  When a user deposits crypto, such as Ether (ETH), Tornado Cash generates a cryptographic note, which the user can later use to withdraw the same amount to a …

Bhutan, known for investments in cryptocurrencies like Bitcoin, has launched a tourism crypto payment system in partnership with Binance Pay and DK Bank. The system allows Bhutan travelers with Binance accounts to pay for services like tickets, hotel stays, tour guides and other products using at least 100 different crypto assets, including Bitcoin (BTC), USDC (USDC) and Binance-backed BNB (BNB). The initiative also opens a payment gateway for businesses in Bhutan, enabling them to accept crypto payments through a QR code on a phone, according to an announcement by Binance on May 7. “This is more than a payment solution — it’s a commitment to innovation, inclusion, and convenience,” Damcho Rinzin, director of Bhutan’s tourism department, said. Benefits for small businesses in remote areas …

Despite the $1.4 billion lost in the recent Bybit hack, crypto companies have not changed their approach to cybersecurity, according to Hacken CEO Dyma Budorin.  In an interview with Cointelegraph at the Token2049 event in Dubai, Budorin said the industry continues to rely on limited measures such as bug bounties and penetration tests, rather than implementing comprehensive, layered security strategies: “Most of the projects think, ‘Okay, we did pentests. That’s enough. Maybe bug bounty. That’s enough.’ It’s not enough.” He said that crypto companies must go beyond these isolated security measures and adopt more layered approaches similar to those of traditional industries. These include supply-chain security, operational security and blockchain-specific security assessments.  “In big Web2…

Tether deployed its flagship stablecoin, USDt, on the Kaia blockchain as part of a broader collaboration with Line Next, the Web3 arm of Line, Japan’s popular messaging platform with more than 196 million monthly active users. The integration means USDt (USDT) will now be supported across Line’s messenger-based Mini DApp ecosystem and self-custodial wallet, enabling users to interact with stablecoins inside an interface they already use daily, Tether said in a May 7 announcement. Line users will be able to use USDt for in-app payments, cross-border transfers and decentralized finance (DeFi) activities. “Through LINE NEXT’s blockchain infrastructure, over 200 million LINE users will now have a straightforward way to engage with digital assets in everyday life,” Tether CEO Paolo Ardoino said…

Key points: Bitcoin and gold trade in lockstep on low timeframes as macro volatility triggers heighten. The Federal Reserve interest rate decision and news conference are just hours away. Market sentiment for rate cuts in 2025 decreases sharply ahead of the FOMC meeting. Bitcoin (BTC) saw a flash short-term trend change on May 7 as geopolitical triggers gave risk assets fresh volatility. BTC/USD 1-hour chart. Source: Cointelegraph/TradingView Bitcoin traders eye Fed for “tone changes” Data from Cointelegraph Markets Pro and TradingView showed an abrupt turnaround for BTC/USD after the pair dipped under $94,000 to set new May lows. The previous day’s Wall Street trading session set the stage for a return to strength, even as stocks finished lower. XAU/USD 4-hour chart. Source: Cointeleg…

Japan’s Metaplanet purchased an additional 555 Bitcoin as part of its aggressive accumulation strategy, bringing its total holdings to 5,555 BTC, valued at over $536 million at current prices. On May 7, the Tokyo-listed firm disclosed that it spent $53.4 million acquiring 555 Bitcoin (BTC) at an average price of $96,134. The company now holds 5,555 BTC, purchased for $481.5 million at an average price of $86,672 per Bitcoin, according to CEO Simon Gerovich. The company also announced the issuance of another $25 million in zero-coupon ordinary bonds to fund its ongoing BTC buys. Since early 2024, the firm has raised over 35 billion yen ($244 million) through zero-coupon bonds and stock acquisition rights via its partner, Evo Fund. The company’s proprietary key performance indicator, BTC Yie…

Movement Labs confirmed the termination of its co-founder, Rushi Manche, following controversy over a market maker deal that he brokered. Movement Labs made the announcement in a May 7 X post, stating it had “terminated Rushi Manche.” The project said it “will continue under a different leadership.” The post also alludes to upcoming governance changes. The termination follows Movement Labs announcing Manche’s suspension earlier this month, explaining that the “decision was made in light of ongoing events.” It also comes after Coinbase’s recent decision to suspend the Movement Network (MOVE) token, citing its failure to meet its listing standards. Source: Movement Related: Movement Network to buy back tokens with $38M recovered from rogue market maker Movement Labs launches Move Industries …

A hacker involved in the $4.67 million exploit of the decentralized finance lending protocol Voltage Finance in 2022 has moved some of the stolen Ether to Tornado Cash after a short hibernation.  Blockchain security firm CertiK said in a May 6 post to X that the 100 Ether (ETH), worth $182,783 at current prices, was moved from a different address initially used in the exploit but can be traced back to the hacker.   In March 2022, the exploiter took advantage of a “built-in callback function” in the ERC677 token standard and allowed them to drain the platform’s lending pool through a reentrancy attack, according to CertiK. Source: CertiK After the exploit, Voltage Finance reported that the hacker stole various stablecoins and other crypto, including USDC (USDC), Binance USD (BUSD), wrapped …

Key takeaways: Large Bitcoin holders have accumulated 81,338 BTC over the past six weeks, showing confidence in a future price uptrend. Wallets with less than 0.1 BTC sold around 290 BTC, indicating smaller retail investors are either panic selling or selling out of boredom.  Spot Bitcoin ETFs have seen $4.41 billion in inflows since March 26. While larger Bitcoin holders remain confident and continue accumulating the asset, data from a crypto analytics platform shows that smaller retail investors have been shedding BTC amid the asset’s prolonged consolidation below the $100,000 price level. The contrasting behavior between Bitcoin (BTC) whales and retail investors often signals that Bitcoin may be heading toward another upward trend, Santiment said in a May 6 X post.  Bitcoin smaller …

Investors have been piling into BlackRock’s spot Bitcoin exchange-traded fund for over three weeks straight, culminating in the asset’s run up to $97,000 on May 7. The BlackRock iShares Bitcoin Trust has seen 16 days of inflows for the spot BTC ETF, with a further 280 Bitcoin (BTC) or around $36 million piling into the fund on May 6, according to HODL15Capital.   The inflow streak was noted by ETF Store President Nate Geraci, who also observed on X that the fund was approaching $5 billion in new capital.  “I remember when naysayers didn’t think spot Bitcoin ETFs would take in $5 billion in total last year,” he added.  “IBIT alone has done this in a few weeks, more than a year after launch.” The BlackRock fund (IBIT) has seen around $4.7 billion in inflows since its last outflow day on Apri…

South Korea’s Democratic Party leader Lee Jae-myung has reportedly become the latest presidential candidate to promise the approval of spot crypto exchange-traded funds (ETFs) and other crypto-friendly measures, should he be elected. Lee announced his crypto promises on May 6 as part of a broader initiative to provide more investment opportunities for Korea’s youth, one of the main target demographics for the fast-approaching June 3 election. “I will create a safe investment environment so that young people can [build] assets and plan for the future,” The Korea Economic Daily (KED) quoted Lee as saying in Korean. He also promised the legalization of spot crypto ETFs, lower transaction fees, and more consumer protection measures. Lee’s Democratic Party of Korea is the favorite to win the pr…

Trump family-backed crypto platform World Liberty Financial (WLFI) is proposing to airdrop a small amount of its new US dollar-pegged stablecoin to reward early WLFI holders in a test of its airdrop mechanism. With over 99% of votes in favor of the proposal already, the airdrop will distribute a small amount of USD1 to eligible holders of the WLFI token, according to the May 6 proposal in the WLFI governance forum. “Testing the airdrop mechanism in a live setting is a necessary step to ensure smart contract functionality and readiness. This distribution also serves as a meaningful way to thank our earliest supporters and introduce them to USD1,” the proposal states.  “This will allow World Liberty Financial to validate the technical functionality of its airdrop system in a live environmen…

Coinbase has introduced a new payments protocol for online payments that enables stablecoin transfers over standard internet protocols and AI agents to transact autonomously.   On May 6, Coinbase announced that it is launching a protocol called x402 for instant stablecoin payments directly over the internet communication protocol HTTP (Hypertext Transfer Protocol). It allows Application Programming Interface (APIs), apps, and AI agents to transact seamlessly, “unlocking a faster, automated internet economy,” the firm stated.  Coinbase said that x402 “is fixing the internet’s first mistake.” The protocol resurrects the experimental HTTP 402 “Payment Required” status code to create a seamless payment system native to the internet. The firm noted that traditional payment rails, such as credit…

Key takeaways: Bitcoin must maintain above $95,000 to have a chance at retesting its $109,000 all-time high; failure to hold could lead to a deeper correction, crypto analysts warn. Several crypto analysts told Cointelegraph in March that Bitcoin may have a chance of reaching new all-time highs in June. The upcoming Federal Reserve decision on May 7 could influence Bitcoin’s price movement over the coming days. Bitcoin needs to continue to hold above the $95,000 level for a chance to climb back and retest its all-time high, or face an even deeper correction, crypto analysts say. It comes after several analysts told Cointelegraph earlier this year that June could be the month Bitcoin (BTC) reaches new all-time highs. “The $95,000 level — currently under consolidation — is a critical piv…

Members of the crypto community are circulating apparent “proof” that Zerebro developer Jeffy Yu faked his suicide as he promoted his new memecoin during a Pump.fun livestream on May 4. The belief appears to come from an unverified private letter supposedly sent by Yu to a Zerebro investor, trading activity linked to crypto wallets owned by Yu, and the removal of his obituary from Legacy.com. Others speculate that Yu used a tool to pass off a pre-edited video as if it were filmed in real-time during the Pump.fun livestream. Source: Hash The unverified letter from Yu to an early investor states that he deliberately created a livestream pretending to shoot himself as it was the only “viable exit” from persistent harassment, blackmail, threats and hate crimes. “Being fully doxxed has placed m…

US Democrat lawmakers have launched a multi-angle attack on President Donald Trump’s crypto ventures with two bills and a subcommittee inquiry aimed at cutting his ability to profit from the initiatives.    The Modern Emoluments and Malfeasance Enforcement Act, or the MEME Act, aims to prevent federal officials from using their position to profit from memecoins, Democrat Senator Chris Murphy said in a May 6 statement.  If passed, the MEME Act prohibits the president, vice president, members of Congress, senior executive branch officials, their spouses and children from issuing, sponsoring, or promoting a security, future, commodity, or digital asset, according to the bill’s description.  Today I’m introducing a bill - the MEME Act - to ban a President or Member of Congress from issuing a …

Market volatility may soar as a regional tussle between India and Pakistan intensifies and the U.S.-China trade war looms.  ( 26 min )

It has yet to name a replacement or outline next steps for governance restructuring.  ( 25 min )

Traders looking for cues on potential Fed-led moves in major tokens might want to see what implied volatility indices are saying.  ( 23 min )

Treasury Secretary Scott Bessent is headed to Switzerland for talks with Chinese representatives.  ( 22 min )

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In the fast-evolving world of web development, performance, flexibility, and ease of use are non-negotiable. Enter Hyperlane, a lightweight, high-performance HTTP server library crafted in Rust, designed to simplify and supercharge your network service development. Whether you're building modern APIs, real-time applications, or cross-platform services, Hyperlane delivers the tools you need with elegance and efficiency. Let’s dive into what makes Hyperlane a standout choice, explore its features, and see it in action with real code and performance data. Hyperlane is a Rust-based HTTP server library that blends simplicity with power. It handles the essentials—HTTP request parsing, response construction, and TCP communication—while offering advanced features like middleware, WebSocket, and Se…  ( 5 min )

The relationship between Gross Domestic Product (GDP) and stock market performance is a subject of considerable interest to economists, investors, and policy makers alike. GDP measures the total value of goods and services produced by a country, and it serves as an indicator of the health and growth of an economy. The stock market, on the other hand, reflects the collective value of publicly traded companies and serves as a platform for buying and selling shares. Both metrics are often used to gauge economic conditions, yet their relationship is more complex than a simple correlation. While there is a connection between GDP growth and stock market performance, this relationship is influenced by various factors, including investor sentiment, economic policies, and external events. In some c…  ( 7 min )

In this blog post, I'll walk through how I built a simple Agent-to-Agent (A2A) math service using Python. The A2A protocol is Google's initiative to standardize how AI agents communicate with each other, creating an interoperable ecosystem of specialized AI services. The Agent-to-Agent (A2A) protocol is designed to enable AI agents to communicate with each other using a standardized messaging format. This allows developers to create specialized agents that can work together, each handling specific tasks they're optimized for. Standardized communication between AI systems Ability to chain specialized services together Easier integration of AI capabilities into applications I created a basic A2A agent that performs a simple but useful function: summing numbers from a comma-separated list whi…  ( 6 min )

There was a time when software releases were slow and monolithic—but at least everything was in one place. Now, we move faster. But that speed? It comes at a cost. Today, we live in a world of microservices, APIs, and distributed everything. The architecture is elegant. The orchestration is powerful. But testing? That’s where things get tricky. As a quality engineering leader, I’ve seen firsthand how this complexity tests more than just code—it tests our assumptions about ownership, accountability, and what “done” really means. In a microservices ecosystem, a single user journey might hit a dozen services. Each is built, deployed, and owned by a different team. And while unit tests may pass with flying colors, it’s the integration points—those fragile handshakes between services—that often…  ( 4 min )

Introduction In Java, managing complex key structures dynamically is a common challenge, especially when dealing with API response times and performance issues. In your scenario, you're saving keys in a map formatted like Krishna/thota/date/x/y/z while supporting wildcard characters (*) to match various entries. However, this approach leads to performance overhead due to the necessity of comparing strings, which can be inefficient when handling over a million records. We’ll explore better data structures and solutions to enhance performance while allowing for the flexibility you need for matching. Understanding the Performance Issue You mentioned that your current implementation takes approximately 200 milliseconds when you have more than one million records. This degree of latency can aff…  ( 5 min )

When a small purple dragon leapt joyfully onto television screens in 1998, gaming felt simpler. Spyro's tale was charmingly clear-cut: dragons good, Gnorcs bad. Yet, as those early fans grew alongside the medium itself, uncomplicated childhood memories gave way to reflective curiosity. With maturity comes the realisation that even playful narratives can unwittingly reveal complex truths—sometimes challenging, always intriguing. Among Spyro's cast, no group invites this reconsideration quite like the Gnorcs. Originally depicted as brutish, green-skinned adversaries to vanquish without second thought, today they stir conversation far beyond simple nostalgia. Central to this renewed interrogation of Spyro's world is Gnasty Gnorc himself. Once an outright villain, his motivations now appear le…  ( 6 min )

Most teams spend hours documenting everything. Notion workspaces. Confluence pages. GitHub wikis. You name it. But here’s what happens: ☑️New hires still get stuck. ☑️Devs still ask questions that are, “Somewhere in the docs” and crucial context gets lost. This is the Documentation Paradox: The more you write, the harder it gets to find, trust, and maintain what actually matters. Conventional wisdom says, “Async teams need tons of docs!” But I’ll say: More docs often mean less clarity. Here’s why: First, there's the maintenance burden. Every line of documentation is a liability that needs updating as your codebase evolves. How many teams actually do that? Second, comprehensive documentation creates a false sense of security. Teams believe they're covered because it's in the docs somewhere. What you should do is treat documentation as a conversation, not an artifact. Use tools that make updating docs as easy as sending a message. Encourage annotations and questions directly in the documentation. And remember the 20/80 rule: 20% of your features generate 80% of questions. Focus your efforts there. The goal isn't to have everything documented – it's to have the right documentation that actually helps your team move faster. This is why every Rally session lives forever inside Jira No more sorting through old Slack threads. Every discussion stays tied to the task, so your team’s knowledge grows with the work—not in a dusty folder.  ( 3 min )

Today's question Create a simple React application called "Contact Form" that collects user information and displays it below upon submission. Solution In solving this problem, the first step is to check the boilerplate provided: import { useState } from "react"; import "./App.css"; import "h8k-components"; function App() { const [name, setName] = useState(""); const [email, setEmail] = useState(""); const [message, setMessage] = useState(""); const [submittedData, setSubmittedData] = useState(null); const [error, setError] = useState(""); const handleSubmit = (e) => { e.preventDefault(); // TODO: Add logic to validate inputs and display submitted data // HINT: You can use the setError function // HINT: You can use the setSubmittedData function as below …  ( 4 min )

In C#, there isn't a built-in method equivalent to Ruby's humanize for turning strings into a more natural format, but you can create functions to achieve this easily. In this article, we'll explore how to convert strings while following the two scenarios provided in your request: changing capitalization and formatting string cases to appear more human-friendly. Understanding the Humanization Process When we discuss 'humanizing' a string, we're typically referring to text transformation that makes it easier for humans to read or understand. This can involve adjusting capitalization, changing the case, or formatting text to look more polished and readable. Unlike Ruby, where the humanize function applies well-defined transformations, C# requires us to craft our own methods. Implementing a S…  ( 4 min )

Setting up a Laravel project using Docker has become an increasingly popular approach to streamline development processes and ensure consistent environment setups. In this guide, we'll walk you through the steps to set up a Laravel project with Docker in 2025, ensuring an efficient and smooth development experience. Docker provides a standardized environment for your Laravel applications, eliminating the "it works on my machine" problem. By using Docker, you can define your development and production environments with consistent configurations, making deployments more reliable and repeatable. Let's dive into the setup process! Before creating a Dockerized Laravel environment, ensure you have the following installed on your development machine: Docker: Download and install Docker Desktop …  ( 4 min )

Introduction When working with Rust and Diesel, you may encounter various issues, especially when performing count queries. In this article, we'll examine a specific error that arises from executing a count query using Diesel with PostgreSQL. The error message states, 'the trait bound i32: FromSql is not satisfied'. This indicates a type mismatch in your query resolution. Understanding the Error The error is primarily triggered because the Diesel ORM expects a specific data type from the SQL count result. Typically, when using the count function in a SQL query, the result is of type BigInt in PostgreSQL, which corresponds to i64 in Rust. However, your code attempts to return the result as an i32, leading to the compile error. Step-by-Step Solution Changing Return Type to i64 Th…  ( 4 min )

This is a submission for the Amazon Q Developer "Quack The Code" Challenge: Crushing the Command Line What I Built Demo Code Repository How I Used Amazon Q Developer  ( 2 min )

When working with CodeIgniter, you might want to utilize its query builder feature for better performance and security. For instance, let's consider the SQL query: SELECT * FROM questions WHERE course_id = 13; This query retrieves all records from the 'questions' table where the course_id is equal to 13. However, using raw SQL queries in CodeIgniter, as shown below, can lead to issues: $query2 = $this->db->query('SELECT * FROM questions WHERE course_id = 13', false); Why is This Query Problematic? Using this method can lead to potential SQL injection vulnerabilities, and it's not as efficient as using the CodeIgniter Query Builder. Additionally, the parameters need to be validated or sanitized especially when you’re dealing with user input. Using the Query Builder in CodeIgniter The Code…  ( 4 min )

Check out this Pen I made!  ( 2 min )

When working with neural networks in MATLAB, especially for tasks like semantic segmentation, it’s not uncommon to face challenges related to input data formats. One user recently encountered an issue with MATLAB's semanticseg function, which resulted in an error message indicating that the input data for a multiple input network must be a combined or transformed datastore. Understanding how to correctly structure your input data is crucial for successfully testing the performance of your trained model. Understanding the Error In this scenario, the user had a neural network designed to handle multiple inputs. However, upon attempting to test the network's performance with semanticseg, an error was thrown indicating a mismatch in the expected input format. MATLAB's documentation specifies t…  ( 4 min )

Now days we all are moving very fast in technology but in this fast forward world we mostly forgot that how important it is to maintain our privacy and stay safe on internet. Have you ever wondered how we can stay safe online from hackers. You would be amazed to know that in every 39 sec a cyber-attack happens. So now you can guess that next might be you and even me. To make myself updated and be a little smarter to stay safe from cyber threats I enrolled in the Cisco Network Academy’s "Introduction to Cybersecurity" course to get a solid grip on the fundamentals—and it didn’t disappoint. So, in today blog I will share my learnings to make you guys updated too. Let’s get stated with cyber security basics. Cybersecurity refers to the practice of protecting systems, networks, and data from d…  ( 5 min )

Buy Me a Coffee☕ *My post explains variable assignment in Python. *Memos: The reference of a list is stored in a variable. v1 and v2 have the same references of the same shallow list. v1 and v2 have the same references of the same deep list. #### Shallow list #### # ↓↓↓↓↓↓↓↓↓↓↓ ↓ v1 = ['a', 'b', ['c', 'd']] # Equivalent v2 = v1 # ↑↑↑↑↑↑↑↑↑↑ # v1 = v2 = ['a', 'b', ['c', 'd']] # Deep list print(v1, v2) # ['a', 'b', ['c', 'd']] ['a', 'b', ['c', 'd']] v2[1] = 'B' v2[2][0] = 'C' # ↓↓↓ ↓↓↓ ↓↓↓ ↓↓↓ print(v1, v2) # ['a', 'B', ['C', 'd']] ['a', 'B', ['C', 'd']] *Memos: copy() can be used for shallow copy. v1 and v2 have the different references of the different shallow lists. v1 and v2 have the same references of the…  ( 5 min )

Hey, Devs! 👋 I’m excited to announce the release of one-linear-validator, a minimalist and dependency-free JavaScript validation library that provides simple, one-liner functions for validating common data types like emails, phone numbers, URLs, hex colors, dates, and strong passwords. Why One-Linear-Validator? I created this package with the goal of providing an easy-to-use validation library that doesn't require complex setups or external dependencies. Whether you need to validate a user’s email, check the strength of a password, or confirm a valid hex color, one-linear-validator has got you covered. Key Features Phone Number Validation: Validate international phone numbers. URL Validation: Ensure URLs are properly formatted. Hex Color Validation: Verify if the input is a valid hex color code. Date Validation: Validate dates in the YYYY-MM-DD format. Strong Password Validation: Ensure the password meets certain strength criteria like minimum length, uppercase letters, numbers, and special characters. No Dependencies: The library is 100% dependency-free, ensuring that your project stays lightweight and fast. Installation npm install one-linear-validator Or with yarn: How to Use Email Validation: console.log(isEmail('example@example.com')); // { valid: true } Password Strength Check: const options = { console.log(isStrongPassword('P@ssw0rd', options)); // { valid: true } Phone Number Validation: console.log(isPhoneNumber('+1234567890')); // { valid: true } Hex Color Validation: console.log(isHexColor('#ff5733')); // { valid: true } Why Build This? It's lightweight, dependency-free, and solves a common problem that many developers face. Whether you're building a small project or working with large-scale applications, this library is simple to implement and offers consistent, reliable results. Contributing If you’d like to contribute to the project, feel free to fork the repository and create a pull request. If you encounter any bugs or have feature requests, please raise an issue on the GitHub repository.  ( 4 min )

A post by LockedIn AI  ( 3 min )

Liquid syntax error: Unknown tag 'static'  ( 2 min )

Transferring SPL tokens on the Solana blockchain using TypeScript can be an exciting project, but sometimes your code might not work as expected. If you’ve developed a TypeScript script aimed at moving SPL tokens, as referenced in the official Solana documentation, and it’s not functioning correctly, you’ve come to the right place. In this article, we will dive into your code, troubleshoot potential issues, and guide you toward a working solution. Understanding Your TypeScript Code Your code snippet appears to aim at transferring SPL tokens on the Solana mainnet. Your setup includes necessary imports, wallet initialization using secrets from environment variables, obtaining associated token accounts, and finally executing a transfer. Let’s break down the potential errors you might have enc…  ( 4 min )

The concept of a temporary View state in JavaScript Anthony Max ・ May 6 #webdev #javascript #programming #opensource  ( 2 min )

field in C# — The Next-Level Auto-Property Backing As C# continues to evolve toward cleaner, more expressive syntax, C# 13+ introduces the field contextual keyword — a feature that reduces boilerplate when defining auto-properties with custom accessors. If you're a .NET architect or an advanced C# developer aiming for precision and productivity, this post will guide you through: What is the field keyword? Why it matters for maintainability and clarity Examples showing traditional vs modern syntax Caveats around naming conflicts Best practices and use cases field Keyword? The field keyword is a contextual keyword in C# 13+ that refers to the compiler-synthesized backing field of an auto-implemented property. private string _msg; public string Message { get => _msg; set => _msg =…  ( 4 min )

Introducción: ¿Qué son las Capas de Cascada en CSS? Las capas de cascada (cascade layers) en CSS han sido introducidas para resolver uno de los problemas más complejos y persistentes en la escritura de estilos: los conflictos de especificidad. En este artículo exploraremos cuál es exactamente ese problema y cómo la regla @layer nos ofrece una solución eficaz y moderna. La regla @layer permite declarar estas capas de cascada, que funcionan de forma análoga a las capas en editores gráficos como Photoshop o GIMP: cada capa es un grupo independiente, pero en lugar de imágenes, gestionamos reglas CSS. El objetivo principal es claro: Organizar mejor el código. Evitar los problemas clásicos de especificidad. Reducir la necesidad de usar !important o sobreescribir selectores complejos. …  ( 10 min )

The concept of a temporary View state in JavaScript Anthony Max ・ May 6 #webdev #javascript #programming #opensource  ( 2 min )

Unlocking Profits: Transform Your Creativity with DIY Escape Room Ventures In recent years, escape rooms have soared in popularity, captivating the imagination of puzzle enthusiasts, team-building participants, and thrill-seekers alike. The concept is simple yet exciting: players are locked in a themed room and must solve puzzles to "escape" within a set time limit. As demand for unique and immersive experiences grows, there's a profitable niche for creative minds to explore the DIY escape room venture. Escape rooms are more than just a fun weekend activity; they're a booming industry. According to MarketWatch, the global escape room market was valued at approximately $9 billion in 2020, with expectations to grow exponentially. The rise in interest offers a lucrative opportunity for entr…  ( 4 min )

In today’s digital-first world, mobile applications and the Internet of Things (IoT) are revolutionizing traditional industries, including home cleaning and maid services. By integrating IoT into a mobile app for maid services, companies can significantly enhance efficiency, transparency, and customer satisfaction. In this blog post, we will explore the development of a mobile app tailored for a maid service business with IoT capabilities, including technical considerations and some useful code examples. We will also subtly incorporate local SEO phrases to keep our discussion grounded in real-world applications, all while staying compliant with Dev.to guidelines. A mobile app provides customers with an easy-to-use interface to schedule cleanings, manage preferences, monitor service history…  ( 5 min )

Dica de TI será uma série de posts com conteúdo sobre tecnologia. São posts curtos explicando alguns conceitos. Um tipo de dados representa as características de uma variável que determina que tipo de dados ela pode conter. Exemplo tipos de dados primitivos: Essas variáveis guardam valores. Exemplo: números, byte, short, int, long, float, double e boolean char. A aplicação guarda o endereço em memória e não o valor em si. Importantes casos são as arrays e os objetos. Exemplos Arrays, Objetos, Classes, String. Os tipos primitivos são predefinidos (já definidos) em Java. Tipos não primitivos são criados pelo programador e não são definidos. Tipos não primitivos podem ser usados para chamar métodos para realizar determinadas operações, enquanto tipos primitivos não podem. Um tipo primitivo sempre tem um valor, enquanto os tipos não primitivos podem ser null. Um tipo primitivo começa com uma letra minúscula, enquanto os tipos não primitivos começam com uma letra maiúscula. Exemplos de tipos não primitivos são Strings , Arrays , Classes, Interface , etc.  ( 3 min )

Sightful’s Spacetop for Windows is a $899 bundle (plus a $200/yr subscription after year one) that turns your compatible Intel-powered laptop and Xreal Air 2 Ultra smart glasses into a multi-monitor, spatial-computing workspace. Wired gave it a 9/10, praising its polished software, comfy glasses (with dimming for outdoor use) and the private, ultra-portable productivity it delivers—arguably edging out Apple’s Vision Pro at a fraction of the price. It’s not all sunshine, though: the setup looks a bit dorky, only works on select Intel CPUs for now, saps battery life in a hurry and the glasses’ field of view could be wider. Still, if you’ve been dreaming of carrying your home-office everywhere, Spacetop might finally make it happen.  ( 3 min )

The Browser Buffet: Serving Up Some Chrome-Coated Goodness Hey there, fellow code wranglers! 👋 Pull up a chair, grab your favorite caffeinated beverage, and let's chat about something that's been making my developer life way easier lately: Chrome extensions. Now, I know what you're thinking – "Oh great, another list of extensions. Yawn." But hold onto your keyboards, because these aren't just any extensions. These are the crème de la Chrome, the pixel-pushing powerhouses that'll turn your browser into a lean, mean, coding machine. Remember that time you spent hours debugging, only to realize you forgot a semicolon? Or when you had to switch between 50 tabs just to find that one Stack Overflow answer? Well, those days are about to become ancient history. Let's dive into 10 Chrome extensi…  ( 5 min )

Greetings to all! In this article, we will talk about a rather unusual topic, information about which for some reason I did not find, although it is quite useful in modern JavaScript frameworks and libraries for creating user interfaces, because, in some cases, applying the concept can help speed up work with the DOM several times. The name is conditional, but the essence is important. The term "usual state" refers to data that is saved directly due to the state managers, or due to the internal functionality of the framework or library. An example of the state in Vue.js: createApp({ setup() { return { count:ref(0); }; }, template: ` Click! Clicks: {{ count }} `, }).mount("#app"); In this case, …  ( 6 min )

Marc Andreessen—the “MarcGPT” behind a16z and the first popular web browser—loves AI so much he calls it “our Philosopher’s Stone” and has plowed cash into OpenAI and Elon Musk’s xAI. He sees it as a universal problem-solver that’ll eventually do every job on Earth. But there’s one role he insists AI will never master: venture capitalist. On the latest a16z podcast, he argued that when machines handle everything else, VC will remain “quite literally timeless”—the last field where humans still call the shots.  ( 3 min )

ChatGPT's hallucination problem is getting worse according to OpenAI's own tests and nobody understands why | PC Gamer With better reasoning ability comes even more of the wrong kind of robot dreams. pcgamer.com  ( 2 min )

Introduction If you are trying to implement a video playback functionality that toggles between play and pause states with a button click, you might encounter a few issues along the way. In this article, we’ll revisit your provided code and help you create a fully functional play/pause button for your video. It's crucial to ensure that the button changes its text accordingly while controlling the video playback effectively. Understanding the Problem From your description, it seems like you have a solid base but are facing issues with the video not playing upon pressing the button. This often happens due to overlapping function definitions or incorrect function calls in JavaScript. Let’s walk through the potential problems you may have encountered: Duplicate Function Declarations: You have …  ( 4 min )

Before we dive in, it's worth noting a recent branding change: the assistant formerly known as Codeium is now called Windsurf. The rebranding aims to reposition the tool under a new identity, though the transition has caused some confusion in the community, particularly among terminal-centric users. For clarity, throughout this article, we will refer to the tool as Windsurf, its current official name. Among terminal enthusiasts, NeoVim has established itself as a powerhouse of productivity. Combining lightness, extensibility, and full control over the development environment, it's become the go-to editor for developers who not only write code but carefully curate a streamlined workflow. In this context, the integration of artificial intelligence tools for real-time code suggestions—commonl…  ( 7 min )

Dissecting the HTTP Request — Line by Line Demystifying HTTP for Web Developers, Part 2 In Part 1 of this series, we traced the full journey of an HTTP request — from typing a URL in the browser, through DNS resolution and TCP handshakes, all the way to receiving the server’s response. But understanding the path a request travels is only half the story. To truly master HTTP, we now need to dissect the payload that actually moves across the wire: the HTTP request itself. Every interaction between a web client and a server begins with a carefully structured message — the request. It may look simple on the surface, but every line, header, and byte in that request carries meaning. If you’re building serious web applications, APIs, or even debugging flaky integrations, you can’t a…  ( 13 min )

Introduction Incorporating an MP3 audio player into a PHP script is a great way to enhance user experience on your website. Capturing playback time is particularly useful for tracking how long users engage with audio content. This article will guide you through the process of capturing the current playback value from an audio player implemented with HTML and integrating it into your PHP backend. Understanding the Issue You may be using an audio player in your PHP application and want to log how long the audio has been played by the user. This task usually involves a communication between the frontend (JavaScript) and the backend (PHP). Implementing the MP3 Audio Player Let’s look at a sample code that includes an MP3 audio player embedded within a PHP script. Below is a basic structure tha…  ( 4 min )

The flight 2035 is discontinued soon. If you have any code for flight 2035 please Change it or delete it. For a placeholder flight 4093 will be announced and flight 1035 sans is staying Thank you! (Update: we are discontinuing it at may 6  ( 2 min )

Intro Ever doomscroll your way into developer rage? Yeah, me too. So yesterday I was minding my own business (aka avoiding Jira) when I stumbled upon a blog where some dude proudly declared: “Just finished 100 Days CSS Challenge!! 🥳🔥💯” Cool flex, bro. But when I clicked in, expecting juicy breakdowns, clever hacks, or at least some trauma bonding... all I got was: copy-paste StackOverflow energy, and I felt like I’d just been catfished by a portfolio piece. So naturally, I did what any mentally unwell developer would do — I challenged myself to do 100 Days CSS in 10 Days. Because why suffer slowly when you can suffer FAST? This series is for my fellow caffeine-fueled, chaos-coded siblings who want to actually learn something — not just vibe check another tutorial. If you’re insane lik…  ( 8 min )

You can now import a file called PearLIXIn your code in Faceone to import a library. This runs on apps script JavaScript and it’s made with AI. Here is the code for installation: /** * PEARLIX - Universal Utility Library * Works in: Google Apps Script (GAS), Node.js, and Browser JS * @license MIT */ (function(global) { 'use strict'; // ====================== // 1. ENVIRONMENT DETECTION // ====================== const isGAS = typeof ScriptApp !== 'undefined'; const isNode = typeof process !== 'undefined' && process.versions && process.versions.node; const isBrowser = typeof window !== 'undefined'; // ====================== // 2. CROSS-PLATFORM UTILITIES // ====================== const Utils = { // Date formatting (works everywhere) formatDate: function(d…  ( 3 min )

Introduction When developing an iOS application using Flutter, you might come across the need to obfuscate your Dart code. Obfuscation can help protect your code from reverse engineering, making your app more secure. In this article, we'll address how to properly configure the extra_gen_snapshot_options_or_none flag in your Flutter project, particularly focusing on the iOS setup. Why Obfuscate Dart Code? Obfuscation of Dart code increases the protection of your intellectual property by making the source code harder to read and understand. This is especially crucial for apps that might handle sensitive data or proprietary algorithms. As Flutter's official documentation suggests, adding the right flags during the build process is vital. Step-by-Step Guide to Obfuscate Dart Code for iOS To ob…  ( 4 min )

The Periodic Sync API for Background Data Sync: A Comprehensive Exploration Introduction As web applications advance and users demand richer experiences, the synchronization of data in the background becomes increasingly essential. This is especially true for progressive web applications (PWAs) that aim to function offline or in low-connectivity environments. The Periodic Sync API is a powerful tool designed to facilitate efficient data management by allowing developers to synchronize data at regular intervals. This article offers an exhaustive exploration of the Periodic Sync API—its historical context, technical intricacies, practical implementations, and potential pitfalls. The Periodic Sync API is a response to the growing need for reliable data synchronization in web appl…  ( 7 min )

In the fast-evolving world of web development, staying ahead means mastering the right tools—and Vue.js is one of the most powerful, flexible, and beginner-friendly frameworks out there. Whether you're just starting your coding journey or looking to level up your frontend skills, Vue.js offers an elegant way to build dynamic, high-performance web applications. But here’s the thing: learning Vue.js the right way can save you months of frustration. That’s where Mastering Vue.js comes in—a comprehensive ebook designed to take you from basics to advanced concepts with clarity and confidence. Vue.js has gained massive popularity for good reason. Unlike some frameworks that overwhelm beginners with complexity, Vue strikes the perfect balance between simplicity and power. Here’s why developer…  ( 4 min )

Originally published at ssojet Image courtesy of Cybersecurity News The SonicBoom attack chain, which allows remote attackers to bypass authentication and seize administrative control over enterprise appliances, has been identified as a critical threat. This multi-stage exploit primarily targets SonicWall Secure Mobile Access (SMA) and Commvault backup solutions by leveraging vulnerabilities such as CVE-2024-38475 and CVE-2023-44221. Attackers exploit endpoints that lack authentication checks. In the Commvault on-premise edition, sensitive functions can be accessed through the authSkipRules.xml file, allowing unauthenticated users to execute backend operations. Attackers send crafted POST requests to vulnerable endpoints, manipulating parameters to download files from their servers. This …  ( 4 min )

Avant de plonger dans le monde de Linux, il est crucial de comprendre l'infrastructure matérielle qui le soutient. Du processeur à l'alimentation, chaque composant joue un rôle essentiel dans le bon fonctionnement du système. Le matériel constitue la fondation sur laquelle repose toute installation logicielle. Linux, en tant que système d'exploitation puissant et flexible, interagit en permanence avec le matériel pour allouer les ressources, gérer les processus et garantir la stabilité. Dans cet article, vous apprendrez à identifier et maîtriser les éléments matériels pour tirer le meilleur parti de votre distribution Linux, notamment Debian. Vous découvrirez pourquoi la connaissance du matériel est indispensable à l’optimisation des performances, à la sécurité et à la pérennité de vot…  ( 6 min )

Introduction I was trying to search my some free tool that can these 2 things. Run the Timer with Given minutes Keep Screen WakeUp when timer is This time helps me to stay focus and time-bound any task which I want perform. For ex - I want to write this article in 1 hour then it helps me to stay focused during that 1 hour and remaining time helps me to stay motivated. I wasn't able to find any such tool which free. There are many tools which have timer like Pomodoro etc. But for wake-up screen feature come with paid subscription. I don't need any analytics like how time for any particular day I was focused like that. So, I decided to build it by myself in React and use wake-up screen api of browser to leverage the wake-up functionality. This is deployed here - we can use it free of co…  ( 4 min )

As a WordPress user, discovering that you have 19 different CSS files can be quite overwhelming. The concerns about performance are valid; loading too many files can slow down your website significantly. So, can you simply combine all your CSS selectors into one general file? Let’s dive into this topic and explore the best approach to optimize your WordPress site. Why Too Many CSS Files Can Slow Down Your Website Having multiple CSS files means that the browser has to make many requests to the server to load all those stylesheets. Each request adds latency, which impacts your page load speed. From an SEO perspective, page speed is crucial as it affects user experience and, consequently, your search engine ranking. Thus, it’s essential to eliminate excess CSS files. Steps to Combine Your CS…  ( 4 min )

🛠️ Bootstrapping a NestJS App & Understanding App Structure ✅ Getting Started with nest new todoApp We create a new NestJS project using the CLI: nest new todoApp This sets up a clean TypeScript backend with: A modular structure TypeScript out of the box Preconfigured build and test tools After generating the app, you’ll see this: src/ ├── app.controller.ts ├── app.module.ts ├── app.service.ts ├── main.ts main.ts – The Entry Point import { NestFactory } from '@nestjs/core'; import { AppModule } from './app.module'; async function bootstrap() { const app = await NestFactory.create(AppModule); await app.listen(process.env.PORT ?? 3000); } bootstrap(); NestFactory? NestFactory is a helper class that bootstraps the NestJS application. Under the hood, it sets u…  ( 4 min )

In this post, I test how Mistral's Codestral, the model specifically trained to generate code, compares to the Mistral's Le Chat, the general AI chat. For my experiment, I use the Royal Game of Ur, an ancient Babylonian game that I already implemented using Le Chat. At least in my experiment, Codestral's performance is, frankly, disappointing. While it produces code that follows a certain architecture, the code quality is low. In fact, it even generates a statement of the form a = foo() where a has a different type from what foo() returns. Read on for more details. After the same prompt as with Le Chat, Codestral's response is: To implement the Royal Game of Ur in Python, we need to define several components: Game Board: Represent the board and the special squares. Game Pieces: Represent …  ( 8 min )

# The Trend (2025 Data) dart_growth = 112 # % YoY increase typescript_decline = 18 # % satisfaction drop flutter_adoption = 42 # % of new cross-platform apps // Dart's stateful hot reload void updateUI() { setState(() => counter++); // Instant update } vs TypeScript's 3-5 second refresh cycles 68% of devs cite this as their #1 frustration (2025 JS Survey) // Classic TypeScript complexity type RecursivePartial = { [P in keyof T]?: RecursivePartial }; Dart wins with: ✅ Java-like simplicity ✅ Sound null safety ✅ No "type gymnastics" Metric Flutter (Dart) React Native (TS) Startup 0.8s 2.3s Memory 185MB 410MB FPS 120 55 Source: Mobile Framework Report 2025 Stay with TypeScript if: You're web-focused (Angular/React) Your team knows TS well You need Node.js compatibility Choose Dart if: Cross-platform is your goal Dev productivity is crucial You want single-codebase apps Pro Tip: Try Dart for your next internal tool before committing to big projects. Not for web apps, but it's leading for mobile/desktop. No, but Flutter Web is now production-ready. Focused on WASM, not competing with Dart. Server-side (though improving). 🔗 Dart vs TS Feature Matrix 🔗 Flutter Performance Guide 🔗 In-Depth Comparison Discussion: Have you tried Dart in production? What's been your experience with TypeScript complexity? Let's chat below! 👇  ( 3 min )

Introduction If you're trying to scrape specific links from a website using Dart and the Flutter web_scraper package, you're in the right place! Many developers face challenges when attempting to parse HTML and extract the information they need. In this article, we'll address the common issue of receiving a null result when trying to scrape a hyperlink from a webpage. Understanding the Task The goal here is to scrape the following hyperlink from the sample HTML provided: This is the way it goes again again ) tag nested within an tag, and we want to extract the href attribute of that anchor tag. Why Might You Be Getting a Null Result? On…  ( 4 min )

Cyber threats are evolving fast, and artificial intelligence (AI) is now playing a major role in phishing attacks. These attacks, where hackers try to trick people into revealing sensitive information, are becoming more advanced. Did you know? In 2023, over 60% of phishing attacks used AI tools to mimic human writing styles, making scams harder to spot. As artificial intelligence (AI) grows smarter, cybercriminals are weaponizing it to launch sneaky, personalized phishing attacks. But here’s the big question: Can these AI tricks fool even cybersecurity pros? Let’s break it down. What Makes AI-Powered Phishing Different? Poor grammar or spelling mistakes. Can AI Outsmart Cybersecurity Experts? Hyper-Personalized Attacks How Cybersecurity Experts Fight Back? AI Detectors: Tools like Darktrace scan emails for AI-generated text. How to Protect Yourself Slow Down: Phishing preys on panic. Check URLs before clicking. The battle between hackers and cybersecurity experts is ongoing, but one thing is clear AI is changing the game for both sides.  ( 4 min )

When managing background processes or queue workers in a production environment, Supervisor is often the go-to process control system. But if you’ve ever worked with Supervisor on a Linux server, you've likely come across these two commands: sudo service supervisor restart && sudo supervisorctl restart [program_name] They might look similar at a glance — both contain the word restart — but they operate at very different levels and are used in very different situations. Let’s break down what each command does, when to use it, and what to avoid in a production environment. 🔍 1. sudo service supervisor restart ✅ What it does This command restarts the Supervisor daemon itself — not just the programs it manages. Think of it as turning Supervisor completely off and then back on. When you run …  ( 4 min )

Cloud-Native: Are You Paying for What You Use… or for What You Provision? Mr. Stone ・ May 6 #cloudnative #finops #architecture #microservices  ( 2 min )

Everyone’s in the cloud. Stacks have migrated. Infrastructure is containerized. CI/CD pipelines are green. But behind the wave of “cloudification”, one question lingers: Have we really changed the way we think? Because on the surface, everything looks modern. But underneath? ⏱️ Services running 24/7 💤 Containers sitting idle, waiting for traffic that never comes 💸 Bills growing, even when no one clicks “deploy” And in every retro, every finance meeting, the same old line: “The cloud is expensive.” But is it really the cloud that’s expensive? Or is it… The quiet luxury of feeding CPUs that are just bored? Let’s be honest. Cloud-native isn’t Docker. It’s not Kubernetes. It’s not Terraform, or some magic mix of YAML, containers, and CI/CD. Those are tools. Powerful ones. But tools. Clo…  ( 5 min )

Introduction: So You Want Your LLM to Stop Guessing Everyone’s buzzing about Retrieval-Augmented Generation (RAG) like it’s the second coming of AI engineering. And honestly? It kinda is. Your large language model is excellent at confidently making things up—because it doesn’t actually know anything beyond whatever data it was last trained on (hello, 2023). That’s where RAG comes in: bolting on real, external knowledge so your LLM stops hallucinating and starts reasoning. But here’s the thing: knowledge isn’t just about facts. It’s about how things connect. And when relationships matter, you don’t want a flat file or a relational torture device. You want a graph. Enter the graph database. Specifically: Memgraph—a real-time, in-memory graph database that feels like it was built by actual…  ( 5 min )

When your backend team is building microservices, your frontend folks are stitching together Vue and React components, and your DevOps crew is piping CI/CD pipelines — who makes sure all of this actually solves a business problem cohesively? Enter: Solution Architecture. mid-level architecture layer that connects strategic intentions (Enterprise Architecture) with ground-level execution (Technical Architecture). It’s where abstract goals become tangible systems. Is Solution Architecture? In plain terms, Solution Architecture is the practice of designing systems that solve a business problem. But not just any system — systems that are: Feasible Scalable Aligned with business goals Clear enough for developers to build Safe enough for stakeholders to bet on Imagine a company wants to laun…  ( 5 min )

The Rise of AI Agents: How Autonomous Tools are Revolutionizing Our Workplace 🤖🚀 Get ahead of the curve with autonomous tools! Discover how AI agents change the way we work. Are you ready for the future? Learn how AI agents transform today's workplace and increase productivity. Dive into our latest blog post now! 💻🔥 Meta Description: Explore the impact of AI agents on modern businesses & teams. Find out how they boost efficiency and revolutionize daily tasks. Read more: link Introduction Examples of AI Agents Today* Streamlined Communication Enhanced Decision Making Increased Productivity Will AI Agents Replace Human Jobs? FAQs About AI Agents Conclusion Internal Linking Suggestions Artificial Intelligence has become one of the hottest topics within the last decade, changing various…  ( 5 min )

Introduction Hover effects are a popular way to enhance user experience on websites, allowing crucial information to be revealed contextually. If you want to display a hidden description when a user hovers over an image, you are in the right place. In this article, we’ll cover how to effectively show a hidden description using CSS, addressing common issues you may encounter along the way. Understanding the Issue It can be frustrating to see that your hidden description is not appearing as expected when hovering over an image. This often happens due to incorrect CSS properties, improper HTML structure, or because of conflicts with JavaScript functionalities you may have implemented. The CSS code provided in the query seems close to the solution but needs a few adjustments. How to Display Hi…  ( 4 min )

Introduction In today's digital age, the financial world is undergoing a significant transformation. One of the most groundbreaking developments is asset tokenization, which involves converting real-world assets like real estate, stocks, or commodities into digital tokens on a blockchain. This process offers numerous benefits, including increased liquidity, faster transactions, and broader access to investment opportunities. However, with these advancements come challenges, particularly in ensuring that these digital transactions comply with existing laws and regulations. This is where smart contracts come into play. Smart contracts are self-executing computer programs that automatically enforce the terms of an agreement. They can be programmed to ensure that every tokenized asset transact…  ( 6 min )

Nowadays, cloud adoption is no longer a choice; it's a necessity. However, while cloud computing brings speed and flexibility, managing cloud costs can often feel like a challenge. This is where understanding the benefits of cloud TCO (Total Cost of Ownership) becomes crucial. Cloud TCO, or Total Cost of Ownership in the cloud, refers to the complete financial estimate of running cloud infrastructure over time. It doesn't just include your monthly cloud bill but also covers hidden costs like software licenses, data transfers, storage, maintenance, labor, and downtime. By calculating cloud TCO, businesses can see the full picture of their cloud spending and make better budgeting decisions. Many companies mistakenly focus only on upfront pricing models when choosing cloud solutions. However…  ( 6 min )

The architecture of business technology stands at a pivotal moment of change, one that few organisations have fully recognised. The traditional public API, for a long time the bedrock of modern software integration, is finding its dominance challenged. As AI transforms business operations, two emerging protocols are reshaping how organisations expose their data and capabilities: the Model Context Protocol (MCP) and the Agent-to-Agent (A2A) protocol. This shift isn't merely a technical curiosity, it represents a fundamental reimagining of how businesses connect with AI systems and how these systems interact with each other. While APIs aren't disappearing, their role is being dramatically redefined. For companies seeking competitive advantage in an AI-powered future, understanding and strate…  ( 8 min )

In this article, we will explore how to dynamically transform a table in SQL where object keys become column names and their values populate corresponding columns. This scenario is common for database tasks involving JSON-like structures, particularly in systems like Snowflake. By utilizing advanced SQL techniques, you can simplify data manipulation and achieve a transformed view of your data without explicitly naming each key. Understanding the Problem The need to pivot object keys arises when you have a table with a column storing semi-structured data types like objects. In our case, we have a table objects_to_pivot where the attributes column contains various object keys that might not be consistent across rows. The challenge is to convert these dynamic object keys into fixed column nam…  ( 5 min )

When building systems that handle money, there’s no room for approximation. A minor rounding error or a misplaced use of floating-point arithmetic can lead to inconsistencies, broken user trust, or even financial loss. Despite the importance, many systems today still rely on flawed approaches, usually stemming from a lack of clarity around how decimal precision, rounding, and accumulation behave in real-world software environments. In this article, we’ll discuss the common problems in financial calculations, walk through best practices for dealing with them, and introduce a pragmatic solution that simplifies implementation without compromising on correctness. Languages like PHP provide floats and doubles for numerical operations, but these are binary representations that can’t accurately e…  ( 5 min )

Hi there! I'm Shrijith Venkatrama, founder of Hexmos. Right now, I’m building LiveAPI, a first of its kind tool for helping you automatically index API endpoints across all your repositories. LiveAPI helps you discover, understand and use APIs in large tech infrastructures with ease. Tree-Sitter is a powerful parsing library that lets you analyze and manipulate code like a seasoned compiler engineer. Its Python bindings, available via the tree-sitter package, make it accessible for developers to experiment with syntax trees, traverse code structures, and even build tools like linters or formatters. This post dives deep into using Tree-Sitter’s Python APIs, with practical examples to get you started. We’ll cover everything from setup to advanced features like pattern matching, with complet…  ( 7 min )

In the first and second parts, we focused on creating two different patterns for handling data flow in React. EventTarget is the foundation of the browser’s event system. addEventListener, removeEventListener, and dispatchEvent. Many core Web APIs including DOM elements like , , , as well as document and window inherit from EventTarget. When we attach an event handler to a DOM element—like in the picture above—we’re actually subscribing to that element through one of its event channels. In this case: The button is the publisher (or emitter) The callback function passed to addEventListener is the subscriber (or listener) So when a user clicks the button, the button emits a 'click' event, and all registered listeners for that event type are notified and executed. So with…  ( 5 min )

I’m a product owner, guiding a team building a collaboration app for remote workers. Last quarter, we rushed a feature—real-time document editing—without thorough testing. It launched buggy, crashing for users with large files. Clients churned, and our team’s morale tanked. Testing isn’t just about finding bugs—it’s about enabling us to push boundaries. In April 2025, software testing drives innovation, giving us confidence to experiment and deliver bold features. This isn’t a technical deep-dive or buzzword parade—it’s my story of how testing fuels progress, shared for professionals who want to innovate without breaking things. Testing is often seen as a bug hunt, but it’s so much more. It’s the engine that powers bold ideas, protects user trust, and keeps teams moving fast. Our app’s cra…  ( 7 min )

If you go back to the first talk ever given on webhooks, it opens on the command-line. Specifically the Unix shell, focusing on one of its defining features: pipes. The idea was that pipes brought a new level of compositionality to programs, and webhooks could bring a new level of compositionality to web apps. Perhaps you could say I was trying to bring the spirit of Unix to the web. With this last release of Wanix, I'm at it again. This time with the successor to Unix, a little known operating system called Plan 9 from Bell Labs. Plan 9 has been on my mind for quite a while. In fact, around the time of that first talk on webhooks, the team behind Unix and Plan 9 was being re-assembled to create the Go programming language. I pretty instantly fell in love with the Go worldview, which turns…  ( 5 min )

Are you exploring Translation Memory (TM) for language translation and want a more comprehensive understanding of this technology? We get it– we’ve been there. As translation industry veterans focused on developing productivity software, we know the difference a good translation memory tool can make in the translation process. So it’s understandable you would want to leverage it for your team. If you’re unclear on how it’s applicable to your team, just imagine this: you (or a colleague) are in the middle of translating content, only to realize you’re redoing work that could have been automated. Translation memory solves this inefficiency by storing and reusing past translations, saving both time and resources. In this post you’ll learn more about what translation memory is, its benefits, h…  ( 11 min )

O que é o Padrão Decorator? O Decorator é um padrão de projeto estrutural que permite adicionar comportamentos adicionais a um objeto de forma dinâmica. Ele permite que você encadeie funcionalidades (como validação, construção, logging e outras) em um fluxo sequencial, sem modificar a estrutura original da classe. Isso possibilita adicionar ou remover comportamentos com facilidade, mantendo o código mais flexível e desacoplado. Em resumo, o Decorator cria uma cadeia de responsabilidades onde cada classe pode adicionar sua funcionalidade à sequência, sem afetar as outras. Imagina que você precisa realizar várias validações (como validar o usuário, estoque e status), mas não quer que elas fiquem fortemente acopladas. O objetivo é poder adicionar, remover ou reorganizar facilmente as valida…  ( 4 min )

👋 Introduction Azure OpenAI Service gives developers access to cutting-edge AI models like GPT-4 via secure cloud infrastructure. But integrating these models into real-world applications isn’t always smooth sailing, especially when choosing between JavaScript and Python. In this blog, we’ll cover: The top 5 challenges developers face while building an Azure OpenAI chatbot Practical solutions to fix them And why JavaScript might be the winning choice for web-based chatbot development ⚠️ Common Challenges in Azure OpenAI Chatbot Development 1️⃣ Library Compatibility Issues 🔧 Problem: openai >= 1.0.0? You might run into breaking changes, for example, openai.ChatCompletion.create is deprecated in the newer versions. ✅ Solution: Always install the latest stable Openai library. Check the offi…  ( 4 min )

TS2327: Property '{0}' is optional in type '{1}' but required in type '{2}' TypeScript has quickly become a favorite tool for developers building scalable and maintainable JavaScript applications. At its core, TypeScript is a superset of JavaScript—it builds upon JavaScript by introducing static typing, as well as other modern programming concepts that make your code safer and easier to manage. Static typing means that developers can explicitly define the types of data (like string, number, or boolean) their variables and functions work with, catching potential errors during development instead of at runtime. If you're new to TypeScript, or want to sharpen your existing skills, consider following our blog or using advanced learning tools like gpteach.us to explore how modern AI tools ca…  ( 6 min )

TS2333: 'this' cannot be referenced in constructor arguments TypeScript is a statically-typed superset of JavaScript designed to add type safety and developer-friendly features to JavaScript code. A "superset" means that TypeScript builds on JavaScript by adding new functionalities, while still allowing you to write plain JavaScript. One of its most powerful features is the introduction of types (a system to define constraints on the structure of your data). This is immensely beneficial when working in large projects to detect errors at compile time, ensuring your codebase is reliable and maintainable. Types in TypeScript help us describe the shape of an object, function, or data. For instance, when you define a function or an object, you can explicitly specify what inputs it expects and…  ( 6 min )

TS2332: 'this' cannot be referenced in current location TypeScript is a popular open-source programming language developed by Microsoft. It’s often referred to as a superset of JavaScript because it builds on JavaScript by adding optional static types. These types allow developers to define the structure and behavior of variables, functions, and objects, making programs easier to debug and maintain. TypeScript compiles to plain JavaScript for execution, which means it seamlessly integrates with existing JavaScript projects. Simply put, types in TypeScript are what allow you to specify the kind of data a variable or function should handle. For instance, you can declare that a variable must always hold a number, a string, or a custom structure (like objects or classes). By catching errors …  ( 6 min )

TS2331: 'this' cannot be referenced in a module or namespace body TypeScript is a powerful language that builds upon JavaScript by adding optional static typing. By introducing "types" (representations of data such as strings, numbers, and objects, among others), TypeScript allows developers to write more predictable and maintainable code. It’s often referred to as a superset (a language that extends the features of another) of JavaScript, meaning all valid JavaScript code is also valid TypeScript code. A major advantage of TypeScript is its ability to catch errors during development, before the code is executed. However, while it enhances safety and boosts productivity, developers may sometimes encounter compiler errors that seem confusing at first. One such error is TS2331: 'this' ca…  ( 5 min )

TS2329: Index signature for type '{0}' is missing in type '{1}' TypeScript is a strongly typed superset of JavaScript. This means that it builds on top of JavaScript by adding an optional type system (a way to define and enforce the kinds of data being used in your code). TypeScript is a powerful language designed to catch errors early during development, making your JavaScript codebases more robust and maintainable. In TypeScript, "types" play a central role. A type defines the shape of data, specifying what kind of data will be stored, its expected structure, and the operations you can perform on it. For example, string, number, boolean, and object are common types used in TypeScript. Types ensure that your code only operates on the data it was designed to handle; if it doesn’t match t…  ( 6 min )

TS1433: Decorators may not be applied to 'this' parameters TypeScript is a strongly-typed programming language that builds on JavaScript by adding static types (data classifications, such as string or number). TypeScript helps developers write safer, more predictable code because it allows the compiler to catch potential bugs during the development process, before the code is executed. Essentially, TypeScript acts as a typed superset of JavaScript, meaning it includes all the features of JavaScript while adding new functionalities, mainly focused on type safety. If you're interested in learning more about TypeScript or exploring how AI tools like GPTeach can enhance your coding skills, make sure to subscribe to our blog or join our learning community! Before diving into TypeScript-specif…  ( 5 min )

TS1434: Unexpected keyword or identifier TypeScript is a strongly typed programming language that builds on JavaScript, adding static types to the language. It is often referred to as a superset of JavaScript because it includes everything JavaScript offers while introducing additional features such as types, interfaces, and enums, which help developers catch errors at compile time rather than runtime. In TypeScript, "types" are a mechanism to define the shape, structure, or behavior of data in your programs, ensuring that your code operates exactly as intended. If you're interested in understanding and mastering TypeScript—or using AI tools to streamline your learning—consider subscribing to our blog. Additionally, tools like GPTeach can be a great way to learn coding concepts faster a…  ( 5 min )

Introduction to Tokenization In recent years, the world of finance has seen significant advancements, especially with the introduction of blockchain technology. One of the most exciting developments in this space is the concept of tokenization, particularly the tokenization of U.S. equities (stocks). But what exactly does tokenization mean, and why is it so important for U.S. equities? What is Tokenization? Tokenization refers to the process of converting ownership of an asset, such as stocks, real estate, or artwork, into a digital token on a blockchain. This token represents ownership or a portion of ownership of the underlying asset. In the case of U.S. equities, tokenization means turning traditional company shares into digital tokens that are recorded on a blockchain ledger. Blockcha…  ( 8 min )

How I built VidSabio.com by combining multiple LLMs into a robust processing pipeline I recently launched VidSabio, a platform that transforms ordinary videos into structured, interactive learning experiences — automatically. 🎥➡️📚 But this didn’t come together overnight. At first, I thought a single LLM could handle everything: analyze the video, transcribe it, generate quizzes, build a course. Easy, right? Wrong. It turned out the real breakthrough came when I stopped looking for one model to do it all — and instead built a pipeline of specialized steps, each powered by the best tool for that specific task. Here’s the high-level breakdown of how it works: User uploads a video Video is processed through a multi-step pipeline: Frame extraction (FFmpeg) Audio transcription (Google Speech-to-Text) Visual analysis (Gemini / GPT-4 Vision) Content summarization + topic generation (Gemini Pro) Course structure generation (GPT-4) Interactivity injection (quizzes, accordions, etc.) Final course can be edited and exported as SCORM or HTML This is all built using Vue 3, Firebase, and various LLMs (OpenAI + Gemini) stitched together through Cloud Functions. By distributing the heavy lifting across multiple LLMs and APIs, I was able to: Improve accuracy Scale more efficiently Debug and retry isolated steps Customize outputs based on step-level feedback Frontend: Vue 3 + Tailwind Backend: Firebase Functions + Firestore + Storage AI: GPT-4.1, Gemini Pro, Whisper, Google Speech-to-Text Analytics: PostHog Export: SCORM, HTML Here's a stylized diagram of the flow: (Insert your HappyAlien-styled image here) This was built with plenty of detours, dead ends, and "aha" moments. If you're building with LLMs, I encourage you to explore multi-model orchestration — it might be the key to your next breakthrough. Check it out: https://vidsabio.com Feel free to reach out if you’re curious or building something similar!  ( 3 min )

Hey DEV community! I just launched a side project I’ve been tinkering with: GitVisualize It lets you paste in any public GitHub repo URL, and it’ll generate a visual representation of that project using OpenAI’s gpt-image-1 model — all based on the repo’s README content. Takes a GitHub repo URL Pulls the README Feeds it to an AI image model Displays the generated image alongside project metadata Adds it to a public gallery You can even choose the image style you want: Conceptual & Techy Infographic Abstract & Minimalist Direct & Clear It’s built with Vue 3 + Tailwind, uses Supabase for storage and data, and everything runs through a lightweight backend on Render. I love browsing GitHub, and I wondered: “What would this project look like if it were a picture?” So I built GitVisualize as a fun experiment in combining AI, dev culture, and a bit of creativity. Some of the results are surprisingly expressive. Frontend: Vue 3 + Tailwind Backend: Node/Express (Render) AI: OpenAI gpt-image-1 Storage/DB: Supabase Design direction: Lighthearted “Happy Alien” aesthetic 🛸 ➡️ https://gitvisualize-web.onrender.com/ Paste a repo, pick a style, and see what AI dreams up! I’d love feedback, ideas, or feature suggestions. James Kingsley – HappyAlien.ai #buildinpublic #sideproject #ai #webdev #openai #supabase #vue #showdev  ( 3 min )

A piece of feedback that reshaped how I think about conviction, consensus, and presence when you're the most senior person in the room. Originally published at mustafatorun.me A few years ago, I wrote a design document outlining a few different options. It was for a group more experienced than me—not in the domain, but in the industry. I knew the problem well. I had done the work. But still, I softened my position. I showed the tradeoffs, invited discussion, and held back from saying with confidence, “This is the direction I believe we should take.” In a pre-review, someone I trusted — someone more experienced than me — called it out. The document lacked conviction. It read like I was asking the group to decide for me. They reminded me that I was the expert in this domain — not them. What …  ( 4 min )

Abstract This blog post provides an in-depth exploration of open source developer patronage, a funding model that sustains free and innovative software projects. It details the key concepts, benefits, and challenges of this model while exploring its history, core features, real-world use cases, and future outlook. Emphasizing technical clarity and accessibility, the article integrates insights from various sources, including sustainable funding for open source, open source developer patronage benefits, and corporate sponsorship models. Additional perspectives from community platforms like GitHub Sponsors and Open Collective are also discussed, along with commentary from industry experts on platforms such as Dev.to. This holistic view aims to demystify the funding mechanisms that drive op…  ( 9 min )

Souce code Keeping tabs on your competitors or your own brand pages is crucial — changes in pricing, content, or job openings can have a direct impact on your strategy. This blog shows how to monitor any public webpage for updates using: ✅ Python ✅ Streamlit ✅ Slack for alerts ✅ Olostep API for web scraping How to detect pricing updates, new jobs, copy changes, new articles/pages, logos, and more How to use Olostep’s scraping API to retrieve website content How to compare two content versions and find changes How to notify your team via Slack when a change is detected How to visualize and interact with the app using Streamlit 🔧 Step 1: Install Dependencies Start by installing the necessary packages: pip install streamlit requests python-dotenv slack_sdk difflib You’ll a…  ( 4 min )

In this day and age, mobile apps are the norm. They’re seen as a critical part of how we communicate, transact, work, and stay informed. But with the growing complexity of mobile ecosystems—spanning countless device types, OS versions, screen sizes, and user interactions—ensuring consistent performance and functionality across all platforms has become a serious challenge. This is where mobile app testing frameworks come in. You see, the right tool can help teams accelerate releases, maintain quality, and scale efficiently—while the wrong one can slow everything down. Sure, Appium has long been a go-to solution for mobile test automation. But it’s not without its limitations, especially as testing needs become more dynamic and AI-driven approaches emerge. In this article, we’ll dive into Ap…  ( 8 min )

You’ve been forced to maintain a poorly written legacy app. Spaghetti code, no tests, and every new feature breaks two existing ones. Team morale is at rock bottom. New features take forever to ship. Regression bugs are constant. You gather your arguments and head to management. You: We need time to refactor. Management: What are you talking about? You: Let us refactor. We’ll ship faster, with fewer bugs, and engineers won’t want to quit. I can do it. Management: ...Okay. Now comes the hard part. Are you going to deliver on your promises? Or end up behind schedule and still stuck with a spaghetti codebase? While large-scale refactoring depends on many factors like team alignment, technical constraints, and timing; there’s one powerful technique I’ve used successfully in production to de…  ( 8 min )

In this article, we will explore how to update a local notification every second with a timer in Swift, as well as address common questions related to this practice. The goal is to ensure your users receive timely updates without exhausting their patience or Apple’s guidelines on notifications. Understanding Local Notifications in iOS Local notifications are used to send alerts to users within your app. They serve various purposes, from reminding users about events to providing real-time updates. To configure this feature, you'll primarily work with the UserNotifications framework. In this case, we're particularly interested in updating notifications dynamically. Updating a Local Notification Every Second Updating a notification every second can be achieved using a timer in conjunction wit…  ( 4 min )

Welcome to this week's Top 7, where the DEV editorial team handpicks their favorite posts from the previous week. Congrats to all the authors that made it onto the list 👏 LangChain4J musings, six months after Nicolas Fränkel ・ May 1 #java #langchain4j #mcp #llm @nfrankel highlights the the ups and downs of integrating Model Context Protocol with LangChain4J. XYZ% of Code is Now Written by AI... Who Cares? Maxim Saplin ・ May 1 #ai #softwareengineering #coding #programming @maximsaplin challenges AI code generation claims by tech CEOs, sharing their experience where they ultimately deleted 70% of AI-generated code and emphasizing that software development involves much more than just writing code. Welcome Sury - The fastest schem…  ( 4 min )

In the dynamic realm of software development, ensuring the quality and reliability of applications is paramount. Manual testing has long been a cornerstone in this endeavor, offering a human-centric approach to identifying and resolving issues. As technology advances, particularly with the integration of Artificial Intelligence (AI), the landscape of manual testing is undergoing significant transformation. This blog delves into common manual testing techniques, explores specific methodologies like Boundary Value Analysis and Decision Table Testing, and examines the future trajectory of manual testing in the AI era. 1) Common Manual Testing Techniques a. Black Box Testing b. White Box Testing c. Exploratory Testing d. Regression Testing e. Usability Testing Boundary Value Analysis (BVA) Bou…  ( 4 min )

Abstract In this post, we explore the essential role that open source developer grants play in nurturing innovation and sustainability in the software community. We cover the history, core concepts, practical applications, challenges, and future trends. With useful insights, structured data, and curated links—including those from GitHub Sponsors, Mozilla MOSS, Open Collective, and authoritative dev.to posts—readers will gain a comprehensive understanding of how financial support through grants drives open source projects to success. Open source projects have long been the backbone of modern software development, powering systems that range from small utilities to large-scale enterprise applications. Despite their broad usage and indispensable value, many contributors face considerable ch…  ( 8 min )

I recently completed Scrimba’s Learn JavaScript course, and it’s been an incredible journey! Whether you're new to coding or refining your skills, this course is packed with hands-on projects that solidify concepts in a fun way. What I Learned Before starting the Learn JavaScript course, I knew nothing about the basics or deeper concepts like the DOM, event handling, and async programming. Scrimba's interactive environment made learning super engaging, allowing me to code alongside the tutorials. Some standout topics I grasped: ✅ DOM Manipulation – Making web pages dynamic with .querySelector() and .addEventListener(). ✅ Functions & Scope – Understanding closures made coding more efficient. ✅ Async JavaScript – Learning fetch() and promises finally made API handling feel natural! Now, I …  ( 3 min )

Why Learning to Code is So Damn Hard Rachel Moser for The Odin Project ・ Mar 16 #webdev #programming #theodinproject  ( 2 min )

If you’ve started learning JavaScript, you’ve probably worked with arrays — those magical lists that hold multiple values. But knowing how to use arrays effectively means understanding the array functions that JavaScript gives us. Let’s break down the most powerful and commonly used array functions that every developer should know. An array is a special variable in JavaScript that can hold more than one value at a time: const fruits = ['apple', 'banana', 'cherry']; .push() – Add to the End fruits.push('mango'); console.log(fruits); // ['apple', 'banana', 'cherry', 'mango'] .pop() – Remove from the End fruits.pop(); console.log(fruits); // ['apple', 'banana', 'cherry'] .shift() – Remove from the Start fruits.shift(); console.log(fruits); // ['banana', 'cherry'] .unshift()…  ( 4 min )

In this article, I'll discuss: What Content-Type: stream+json is How to handle stream+json responses with PHP The sample code is fully open source and available here: 👉 GitHub Repository If you have Docker Compose installed on your machine, you can run the code without installing anything extra. Before we dive into coding, let's quickly explore why stream+json exists. Often, you need to send large arrays of JSON via APIs. You could send this large array from the server all at once, but when PHP receives it, PHP loads everything into memory. While this method works, it can cause issues such as: High memory consumption Risk of timeout ⏳ How to solve these problems? 💡Solution: Content-Type: stream+json To tackle these issues, the stream+json content type is used. For this content type, t…  ( 6 min )

Hello Guys, This is my little effort to share Web Development knowledge through Social Media.⚛️ Ping me any comments or suggestions I could work upon in upcoming posts✍️ https://www.instagram.com/share/p/_r4sioQMU  ( 2 min )

MongoDB is used for its strength in managing online transaction processing (OLTP) with a document model that naturally aligns with domain-specific transactions and their access patterns. In addition to these capabilities, MongoDB supports advanced search techniques through its Atlas Search index, based on Apache Lucene. This can be used for near-real-time analytics and, combined with aggregation pipeline, add some online analytical processing (OLAP) capabilities. Thanks to the document model, this analytics capability doesn't require a different data structure and enables MongoDB to execute hybrid transactional and analytical (HTAP) workloads efficiently, as demonstrated in this article with an example from a healthcare domain. Traditional relational databases employ a complex query optimi…  ( 15 min )

Introduction In this article, we'll explore how to decrypt cookie values retrieved from Google Chrome using C#. If you've stumbled upon encrypted cookies in your code and need a way to decrypt these values effectively, you're in the right place. This guide aims to provide a comprehensive understanding of the decryption process while using C#. Understanding the Issue When accessing cookies stored by Google Chrome, it is common to encounter encrypted values. The cookies are stored in a SQLite database, and the encrypted values can pose a challenge when you need to retrieve the actual data. Chrome uses a specific encryption mechanism that relies on Windows Data Protection API (DPAPI) for Windows systems. Therefore, to decrypt the cookies, you must understand this encryption approach. Step-by-…  ( 5 min )

To install docker on the Fedora/Centos/RedHat/Oracle Linux OS and to grant it sudo privileges, follow these instructions: # install docker sudo dnf -y install dnf-plugins-core sudo dnf config-manager --add-repo=https://download.docker.com/linux/centos/docker-ce.repo sudo dnf install -y docker-ce docker-ce-cli containerd.io docker-buildx-plugin docker-compose-plugin sudo systemctl enable docker.service # make docker sudo sudo groupadd docker sudo usermod -aG docker $USER sudo systemctl restart docker Making docker part of the sudo group allows you to use docker commands like docker ps without needing to add sudo at the beginning. The information provided on this channel/article/story is solely intended for informational purposes and cannot be used as a part of any contractual agreement. The content does not guarantee the delivery of any material, code, or functionality, and should not be the sole basis for making purchasing decisions. The postings on this site are my own and do not necessarily reflect the views or work of Oracle or Mythics, LLC. This work is licensed under a Creative Commons Attribution 4.0 International License.  ( 3 min )

$50 masterpiece in an $80 industry. Cost ≠ Quality - Imgur Discover the magic of the internet at Imgur, a community powered entertainment destination. Lift your spirits with funny jokes, trending memes, entertaining gifs, inspiring stories, viral videos, and so much more from users. imgur.com  ( 2 min )

Ozempic and Wegovy ingredient may reverse signs of liver disease The diabetes and weight loss drug semaglutide reversed liver scarring and inflammation. It’s among several drugs in the works for the condition MASH. sciencenews.org  ( 3 min )

Mathematician Finds Solution to One of The Oldest Problems in Algebra : ScienceAlert Solving one of the oldest algebra problems isn't a bad claim to fame, and it's a claim Norman Wildberger can now make: The mathematician has solved what are known as higher-degree polynomial equations, which have been puzzling experts for nearly 200 years. sciencealert.com  ( 3 min )

AI-Fueled Spiritual Delusions Are Destroying Human Relationships Marriages and families are falling apart as people are sucked into fantasy worlds of spiritual prophecy by AI tools like OpenAI's ChatGPT rollingstone.com  ( 3 min )

OpenAI abandons plan to become a for-profit company | The Verge The maker of ChatGPT is giving up on becoming a normal company. theverge.com  ( 3 min )

Abstract This post explores how open source developer financial support and community networks are powering innovation in blockchain, NFTs, and decentralized finance (DeFi). We discuss historical context, the key concepts behind sustainable funding models, and real-world applications. Emphasizing transparency, governance, and technical integration, we delve into innovative funding mechanisms such as sponsorship platforms, crowdfunding, and blockchain tokenization. With practical examples, challenges, and future outlooks, readers will gain insights into how industry stakeholders—from developers to investors—can nurture a thriving and secure open source ecosystem. The world of open source software is evolving rapidly, and with the rise of blockchain, NFT marketplaces, and DeFi platforms, f…  ( 10 min )

Check out this Pen I made!  ( 2 min )

🚀 Why GitLab CI/CD Over Jenkins and GitHub Actions? Feature GitLab CI/CD Jenkins GitHub Actions Integrated UI ✅ Built-in ❌ Plugin-based ✅ Built-in Auto DevOps ✅ Native support ❌ Manual ❌ Kubernetes Deployment ✅ First-class ✅ With plugins ✅ Beta level Security (Secrets, SAST, DAST) ✅ Built-in ❌ Manual config ⚠️ External Runners Management ✅ Docker/Machine/K8s ✅ Nodes ✅ Hosted/self-hosted Everything in one place (version control + CI/CD) Great for GitOps and K8s-based workflows Easy syntax, strong security model No plugin hell like Jenkins 📁 Pipeline Basics '# Comments' # This job builds the project build: script: - echo "Compiling..." stages stages: - build - test - deploy stage test: stage: test script: echo "Running tests" scr…  ( 4 min )

When working with APIs, we often encounter data in formats that do not match our application's preferred coding style. For instance, if you're using TypeScript and Vue.js, you might receive data in snake_case from an API but prefer to work with camelCase throughout your application. The good news is that you can easily transform this data without losing type safety. Let's delve into how you can achieve that with the help of interfaces and utility types in TypeScript. Understanding the Problem When you define an interface such as MergedReviewDetails, you structure your data according to your application's needs. An example of this could be: export interface MergedReviewDetails { parentReview: Mmcid; childReviews: Mmcid[]; } However, the API might return data with properties in snake_ca…  ( 4 min )

In the ever-expanding universe of cloud computing, AWS reigns supreme. As the undisputed market leader, its infrastructure services power countless businesses worldwide. This dominance fuels an insatiable demand for skilled professionals who can design, implement, and manage sophisticated network configurations within the AWS ecosystem. If you're looking to carve out a niche as a top-tier cloud networking expert, the AWS Advanced Networking – Specialty (ANS-C01) certification might be your golden ticket. But is this notoriously tough certification truly worth the effort? Let's break it down. The AWS Certified Advanced Networking – Specialty is not for the faint of heart. It's an expert-level certification designed for seasoned IT professionals who architect and manage complex network syste…  ( 6 min )

🎓 I just earned the "Software Engineering Essentials" certificate from IBM! I'm excited to share that I’ve completed the Software Engineering Essentials course as part of the IBM Full Stack Software Developer Professional Certificate on Coursera. 📜 Here's my certificate: 🔗 View Certificate PDF on GitHub This course gave me a solid understanding of: Software development lifecycle Agile methodology Git and GitHub basics Industry-level software practices I'm excited to continue building more skills as I complete the rest of the specialization! SoftwareEngineering #IBMCertificate #Coursera #FullStack  ( 3 min )

Introduction Passing parameters from ASP.NET MVC page models to TypeScript functions can be tricky, especially when incorporating dynamic values such as token, url, and redirectUrl. In this guide, we will explore how to accomplish this effectively, ensuring that we maintain optimal coding practices. Understanding the Basics When working with TypeScript and ASP.NET MVC, it is crucial to understand how data flows between the server-side (C# code) and client-side (TypeScript/VBScript/JavaScript code). The Link.ts you provided defines an interface LinkConfig and an asynchronous function postData. This function needs to be called with correctly structured parameters that are passed from your Razor pages. Step 1: Setting Up the Razor Page Model In your Razor pages, extract the token, URL, and re…  ( 4 min )

Handling file uploads is a common feature in modern web applications. Whether you're building a profile system, a document portal, or an image gallery, you'll likely need to upload files to a server. In this blog, you’ll learn how to use Multer (a popular Node.js middleware) to handle file uploads from a React.js frontend. Let’s build a simple file upload app with React.js on the frontend and Node.js/Express on the backend using Multer. React.js (Frontend) Node.js + Express (Backend) Multer (Middleware for file uploads) Axios (For HTTP requests) Render or Vercel (for deployment, optional) Multer is a middleware for handling multipart/form-data, which is used to upload files. It makes handling file uploads in Express simple and customizable. file-upload-app/ ├── backend/ │ ├── uploads/ │ …  ( 4 min )

Originally published on Medium. ✍️ Introduction At IBM, I led the transformation of one such platform: the Cognitive Support Platform (CSP). Originally built as a monolithic, Salesforce-native application, it had outgrown its architecture. We rebuilt it from the ground up into a modular, event-driven, cloud-native system infused with AI. The results were real and measurable: ✅ 70% increase in system availability ✅ 90%+ reduction in AI inference costs ✅ 80% improvement in platform security ✅ 70% boost in developer productivity In this article, I’ll share the architectural strategies, DevOps patterns, and AI integration principles that made this transformation successful and scalable. 🏗️ Background: The Challenge We faced critical bottlenecks that limited innovation and scalability: Difficu…  ( 6 min )

In the world of corporate security, not all breaches involve sophisticated hacking tools—some simply walk through the front door. Tailgating, a subtle yet dangerous form of intrusion, happens when an unauthorized person gains access to a restricted area by following closely behind someone who is authorized. It's a tactic that relies less on technology and more on exploiting human behavior. Attackers often masquerade as employees, contractors, or delivery workers. They may carry packages, wear uniforms, or claim to have forgotten their access badge—all to lower suspicion. Once inside, these individuals can do far more than just roam the premises. They might access critical systems, plant malicious software, or steal sensitive equipment. Pretending to be a colleague and asking someone to hol…  ( 4 min )

In the era of AI-driven workflow automation, combining n8n’s visual orchestration platform with OpenAI’s cutting-edge language models unlocks unprecedented possibilities. CometAPI—a newly launched AI model aggregation platform—addresses this need by unifying access to over 500 models under a single, consistent API interface. CometAPI promises ultra‑high concurrency, low‑latency responses, and simplified billing through a serverless architecture designed for enterprise‑scale workloads. Concurrently, n8n continues to cement its position as a fair‑code, source‑available workflow automation tool, offering hundreds of prebuilt nodes and a versatile HTTP Request node that empowers users to integrate virtually any RESTful service—including CometAPI—into visual workflows with minimal effort. Comet…  ( 6 min )

The Pain of Missing Env Vars We've all been there: deploying a Node.js application only to have it crash immediately (or worse, subtly misbehave) because a crucial environment variable like DATABASE_URL was missing, empty, or malformed. Debugging configuration issues after deployment is frustrating and time-consuming. Manually checking process.env properties everywhere is tedious and error-prone. What if you could guarantee your application's required environment variables are present and valid before any of your core application logic runs? What if you could get full type safety for your process.env object? schema-env v2.1 That's exactly why I built schema-env! It's a lightweight Node.js library that loads your standard .env files, merges them with process.env, and validates the resul…  ( 5 min )

GPT-Image‑1 represents a significant milestone in the evolution of multimodal AI, combining advanced natural language understanding with robust image generation and editing capabilities. Unveiled by OpenAI in late April 2025, it empowers developers and creators to produce, manipulate, and refine visual content through simple text prompts or image inputs. This article dives deep into how GPT-Image‑1 works, exploring its architecture, capabilities, integrations, and the latest developments shaping its adoption and impact. GPT-Image‑1 is the first dedicated image-centric model in OpenAI’s GPT lineup, released via the OpenAI API as a state‑of‑the‑art image generation system. Unlike specialized models such as DALL·E 2 or DALL·E 3, GPT‑Image‑1 is natively multimodal—it processes both text and im…  ( 7 min )

It was a regular evening debug session. My code was working, but something about it just felt off. I was looping over a list—like always. for i in range(len(my_list)): value = my_list[i] # Do something with value and i Nothing wrong, right? Except... I was starting to hate reading my own code. range(len(...)). Too much manual indexing. 👀 The Realization for i, value in enumerate(my_list): # Do something with i and value Wait... what? No range(len(...))? No messy indexing? ✅ Cleaner 🧠 Why it works: enumerate() is a built-in Python function that returns both the index and the value of items in an iterable—in one shot. It’s like your loop suddenly gained superpowers. 💡 Bonus Tip: for i, val in enumerate(my_list, start=1): print(f"Item {i}: {val}") Perfect for user-facing counters. No more +1 hacks. 🚫 Never Again... No more range(len(...)) unless I really need it. Now, it’s all enumerate(), all day. ✨ Moral of the Story: If you're reaching for range(len(...)), stop and ask yourself— What would enumerate() do? 😎  ( 3 min )

When working with Lumerical FDTD simulations, access to specific fields from the results of a far-field projection monitor might sometimes be challenging, especially when it comes to field names with spaces. In your case, you're able to access standard fields like E2 and Es easily: farfield = getresult("monitor", "farfield"); E2 = farfield.E2; Es = farfield.Es; However, when it comes to the field "Ep vs angle", an error arises. This can happen due to the space in the field name, making direct access using dot notation invalid. Understanding the Structure of the Farfield Object The farfield object typically contains several fields, including E2, Es, and multiple arrays or matrices concerning angles and wavelengths. The fields you can access directly using dot notation are designed to be id…  ( 4 min )

About I was writing a program in go, where I was calling a function,which takes an existing slice, modifies it and returns it back.Then I had a print statement that prints that slice. did not assign the return value of the function call,which is the modified slice,to the old slice variable.In Rust or in some other languages,the compiler will yell at us if we leave the return values of a function call without assigning them. go compiler will not give an error if we leave return values of a function call. So, always look for the function signature before calling the function.  ( 3 min )

In November 2023, the internet trembled when OpenAI’s leadership imploded. Overnight, one of the most powerful AI systems in the world—ChatGPT—was at the mercy of a centralized boardroom battle. For billions of users and developers, it was a stark reminder: centralized power in artificial intelligence isn’t just a technical issue, it’s a social risk. What if critical AI infrastructure wasn’t vulnerable to a single point of control? What if the world’s most powerful models couldn’t be turned off, censored, or hijacked? Welcome to the world of Decentralized AI. "Centralized AI is a castle built on sand. Decentralized AI is a city built by its citizens." As a developer and researcher in Nairobi, I learned this lesson the hard way. In mid-2023, I was building an AI-powered voice assistant for …  ( 6 min )

As your Markdown-based knowledge base grows, it becomes harder to manage without a clear structure. Categorizing your content into folders and using simple metadata makes your system scalable, readable, and maintainable — all while staying lightweight. Group your Markdown files into categories using folders: docs/ ├── guides/ │ ├── setup.md │ └── deployment.md ├── faq/ │ ├── general.md │ └── troubleshooting.md ├── references/ │ └── api.md You can use folder names like guides, faq, or references as logical categories when generating UI elements or menus. Add YAML frontmatter at the top of your Markdown files for more control: --- title: "Setup Guide" category: "Guides" tags: ["installation", "setup"] --- Use a frontmatter parser (like gray-matter in Node or custom regex in JS) t…  ( 4 min )

Introduction When working with third-party SDKs that leverage Jetpack Compose, developers can often run into issues that only appear in the final APK. In this article, we will explore a specific case of a NoSuchMethodError that arises during navigation to a Compose-based screen of a third-party SDK. This problem can be particularly frustrating, as it does not occur when running the app straight from Android Studio, but instead manifests when generating a debug APK via the command line. Understanding the Issue The problem at hand is encapsulated by the error message: java.lang.NoSuchMethodError: No static method slideIntoContainer(...) in class androidx.compose.animation.AnimatedContentTransitionScope. This error typically indicates that the compiler is unable to find a specific method at r…  ( 4 min )

"If you can't explain something to a first-year student, then you haven't really understood." —Richard Feynman This is one of my favorite quotes. It touches on something I see in the best engineers I've ever worked with, and something missing from many others. Something that's frustratingly illusive in the world of software engineering. A principle valued by most everyone, but executed by few. What is this trait possessed by the very best in our industry, you ask? What is it that great engineers do that sets them apart from the rest? Great engineers build complex systems by writing simple code. Let's cut to the chase: if you're writing code that takes your colleagues 20 minutes, two cups of coffee, and a string of "What the F%&#s" to understand, you're doing it wrong. Period. If you can't …  ( 5 min )

Some stats about a project are always interesting. There used to be an IntelliJ plugin offering exactly that, but unfortunately, it seems like it is not actively maintained any longer. A quick and elegant solution on Macs and Linux devices is running the following command from your project root: find . -name '*.' | xargs wc -l  ( 2 min )

mA fast, searchable knowledge base doesn’t need a database or heavy frameworks. In this guide, we’ll show how to add client-side search to your static Markdown-based system using JavaScript and Tailwind CSS — no backend required. ✅ Instant results ✅ Works offline ✅ No server dependencies This method is ideal for lightweight documentation or personal knowledge bases hosted on platforms like GitHub Pages or Netlify. Organize your .md files inside a docs/ directory. Example: docs/ ├── getting-started.md ├── installation.md ├── faq.md └── features.md Each file should begin with a clear heading and meaningful content for best results. Create a JSON index of your docs (manually or with a build tool). Here's a simple example: const docsIndex = [ { title: "Getting Started", path: "docs/gettin…  ( 4 min )

I’ve compiled 50 key questions and answers as a technical interview prep guide for senior data scientists in the field of generative AI. Describe the main components of the Transformer architecture and explain how they overcome the limitations of RNNs/LSTMs. Transformers overcome the parallel processing limitations and difficulty in capturing long-range dependencies of RNNs/LSTMs, which rely on sequential processing, through the self-attention mechanism. Self-attention simultaneously calculates the relationships between all token pairs in a sequence, enabling parallel processing and helping each token understand the context by utilizing information from the entire sequence. The main components are: Self-Attention: Each token assesses its relevance to all other tokens in the sequence, effe…  ( 50 min )

Example1: package While; public class Police { public static void main(String[] args) { int police=0; int thief=40; while(police=3) { wrapper= wrapper-3; choco=choco+1; wrapper=wrapper+1; } System.out.println(choco); } } Output: 22  ( 2 min )

Figma-Context-MCP in Practice: A New AI-Powered Experience from Design to Code Collaboration between designers and developers is being revolutionized by AI and new protocols. This article will help you easily understand Figma-Context-MCP, show you step-by-step how to use Cursor with Figma-Context-MCP to automate turning designs into code, and compare the unique advantages of Codia AI Code Generator for high-fidelity code generation. What is Figma-Context-MCP? Core Value of Figma-Context-MCP Hands-on: Reproducing Designs with Cursor and Figma-Context-MCP Figma-Context-MCP vs. Codia AI Code Generator FAQ Conclusion & Call to Action Figma-Context-MCP (Model Context Protocol) is an open-source project created by Graham Lipsman, not an official Figma product. It's an MCP server that allows A…  ( 6 min )

Article by Tamer AlDeeB – EQCPA - 17 March 2024 info@eqcpa.com ✨ In Short: Tourism isn’t just about selling experiences — it’s about managing trust and protecting value. A dedicated audit firm acts not merely as a checker but as a business guardian — enhancing controls, improving profitability, and building a sustainable growth platform. Secure your future, protect your guests, and unlock new opportunities — all starting with the right audit partner.  ( 4 min )

Hey guys, Michael here! Today I decided to learn more about Vue.js and, after a few hours of coding, I built a task manager with everything very basic (and a little more): Complete CRUD, dynamic filters and native Vue animations! It was interesting to discover how the Vue structure makes everything more organized – and the transitions are very simple to implement. Has anyone else done anything like this? What tips, books or best practices do you recommend for those who are starting out? Project link https://app-vue-todo.vercel.app/ obs: the project is in portuguese.  ( 3 min )

When your data grows beyond a toy example, pprint starts to break. You see cut-off arrays. Flattened hierarchies. Lost context. And worst of all? Hidden bugs buried under “pretty” formatting. That’s why I created SetPrint — a Python library that shows structure, not just values. ✅ Side-by-side comparisons: pprint / setprint ✅ Real-world examples: image data, confusion matrices ✅ Benchmarks + 5 must-know tips for structured debugging Want to see it in action? Try this demo notebook — no install needed. (To use Colab, a Google account is required.) Google Colab 1. Visual Comparison — pprint vs setprint data = { "users": [ {"name": "Alice", "scores": np.array([95, 88, 76])}, {"name": "Bob", "scores": np.array([72, 85, 90])} ], "meta": {"c…  ( 5 min )

The world of AI tools is evolving rapidly, and Google AI Studio is no exception! It recently received some exciting updates, including a refreshed interface and powerful new features. In my latest video, I dive into what's new, covering: The redesigned UI The powerful "Compare Mode" for testing models side-by-side Hands-on demo of the new Veo 2 video generation capabilities Want to see these updates in action and learn how to use them? Watch the full walkthrough here: Watch on YouTube: New Google AI Studio  ( 3 min )

Asynchronous JavaScript can be tricky to grasp, especially for beginners. Concepts like Promises, Async/Await, and the fetch API often seem abstract — until you build something real with them. In my latest YouTube video, I break down asynchronous JS in the simplest way possible and walk you through how to use it in a real-world project. And what better way to learn than by building something fun… like a Pokémon Fetch App! 📌 What You'll Learn ✅ The difference between Promises and Async/Await ✅ How to use try...catch and finally for error handling ✅ Making real API requests with the fetch() method ✅ Applying everything by building a Pokémon project 00:00 – Introduction: What is Asynchronous JavaScript? 01:10 – Promises, Async/Await, try…catch, then…catch…finally 06:30 – API - Fetch 10:39 – Pokémon Project (Hands-on section) If you're learning frontend development or JavaScript, mastering asynchronous code is non-negotiable. Whether you're handling user interactions, loading data from an API, or building full-stack apps — you need these concepts in your toolkit. This video blends theory and practice, so you'll understand the "why" and "how" behind the code — not just copy-paste your way through. In the final part of the video, you'll build a simple app that fetches Pokémon data from a public API. You’ll apply everything you’ve learned and see how it all works together. Don't just read about async JavaScript — build it. 👉 Click here to watch the full video If you find the video helpful, please consider: Liking 👍 Subscribing 🔔 Sharing it with friends or dev communities 💬 🏷️ Tags JavaScript #AsyncAwait #Promises #WebDevelopment #Frontend #FetchAPI #LearnToCode #JavaScriptProject #CodingTutorial #PokémonAPI  ( 4 min )

Introduction When working with Svelte and TypeScript, you might run into challenges regarding event typing. A common scenario involves handling input events from an element and wanting to replace the generic any type with a more specific InputEvent. This article will explore how to accurately type the input event in Svelte using TypeScript, allowing you to harness the benefits of type checking while eliminating the use of any. Understanding the Issue You are currently using an input handler function that looks like this: function emitChange(event: any) { const text = event.target.value; dispatch("changeContent", { text }); } While this function works, it relies on the any type, which defeats the purpose of using TypeScript. In your attempt to switch to InputEvent, you enco…  ( 4 min )

Choosing the right packaging material for your product is more than just a design or cost decision—it's a reflection of your brand's values, product needs, and customer expectations. For many businesses, the choice often comes down to two of the most common materials: plastic or paper. Both have their pros and cons, and neither is universally better in every situation. In this blog, we’ll explore the key factors you should consider when deciding between plastic and paper packaging, especially as sustainability and consumer awareness continue to shape the packaging industry. As global concerns about climate change and plastic pollution grow, businesses are under increasing pressure to adopt sustainable packaging solutions. Consumers are now more informed and are actively seeking products wi…  ( 5 min )

Panier is a system built for small business with features including Point of Sale, Invoices, Credit Notes, Debit Notes, Delivery Notes, Quotations, Multi-Currency, Stock Management, Profit and Loss and much more. Panier also includes the ability to ZIMRA Fiscalize and extends this ability to the Panier API allowing you to integrate with it from your project. In this article we will show you how you can integrate your project with ZIMRA's FDMS through the Panier API. First you need to register an account on Panier and create a company if you don't already have one. You will get a 14 day FREE trial when you register, after which you will have to pay a US$19.99 monthly subscription for each company that you have. Next navigate to the Developer API page of your company and generate the API Cre…  ( 9 min )

LDAP is a pretty known and widely used protocol in the world of IT, although it is not as comfortable to use as OAuth or OpenID Connect. Nevertheless, you can still often encounter enterprises that need to use it, therefore it is worth to gain some experience with it. In this article, I will show you how to set up a website on Nginx that is protected by Active Directory or LDAP authentication. If you have your own spare domain, you are even luckier because you can also use SSL from Let's Encrypt to make the connection secure (see last section)! The code for the complete project is available on GitHub: https://github.com/ppabis/nginx-ldap-simplead In order to use LDAP with Nginx, we obviously need a directory where our users will reside. For this purpose, I will use AWS Simple AD, as it is …  ( 15 min )

In the final part of the scripting series, we will be a looking at a real world example of a system health script you can run in your production environment. This type of script is a powerful tool for both new and seasoned Linux users, offering a quick and automated snapshot of a system's health. It combines key administrative tasks - like checking uptime, disk usage, system load, user activity, and log data - into a single, readable report. Whether you're a student learning Bash, a sysadmin managing servers, or a DevOps engineer monitoring resources, this script saves time, reduces manual effort, and builds a habit of proactive system checks. It’s not just a script - it’s a hands-on learning experience and a real-world productivity booster. Create the script in VIM. Write the script …  ( 5 min )

If you’re diving into DevOps, sooner or later you’ll find yourself working with cloud infrastructure. And when it comes to enterprises, Azure is one of the biggest players in the game. But for many newcomers, Azure can feel like a maze of services, menus, and jargon. This post breaks down how to get started with Azure practically — with just enough context to understand what's happening, and a CLI-driven walkthrough to create your first resource group. At its core, Microsoft Azure is a cloud computing platform that offers: On-demand access to computing, storage, networking, and AI services A pay-as-you-go model Massive global scale Whether you’re hosting a web app, spinning up Kubernetes clusters, or building a DevOps pipeline — Azure has a service for it. Before we dive in, let’s get clea…  ( 4 min )

In case you missed the quiet launch of our timescaledb-ruby gem, we’re here to remind you that you can now connect PostgreSQL and Ruby when using TimescaleDB. 🎉 This integration delivers a deeply integrated experience that will feel natural to Ruby and Rails developers. If you’ve worked with Rails for any length of time, you’ve probably hit the wall when dealing with time-series data. I know I did. Your app starts off smooth—collecting metrics, logging events, tracking usage. But one day, your dashboards start lagging. Page load times creep past 10 seconds. Pagination stops helping. Background jobs queue up as yesterday’s data takes too long to process. This isn’t a Rails problem. Or even a PostgreSQL problem. It’s a “using the wrong tool for the job” problem. In this post, I’ll show you…  ( 6 min )

Functions are the heart of any programming language, and in TypeScript, they become even more powerful with type safety. In my latest video, I walk you through how to write and use functions in TypeScript. Whether you're transitioning from JavaScript or just getting started with TS, this tutorial is designed to help you build a solid foundation. 📺 Watch the full tutorial on YouTube: 🚀 What You'll Learn: ✅ Declaring functions with TypeScript ✅ Arrow functions vs traditional functions ✅ Typing function parameters and return values ✅ Optional and default parameters ✅ Clean code and best practices JavaScript is flexible — sometimes too flexible. TypeScript introduces structure by enforcing types, reducing bugs and making your code easier to understand and maintain. With TypeScript, functions can clearly define: What kind of arguments they accept What type of result they return Whether certain parameters are required or optional Here’s a quick example: function greet(name: string = "Dev"): string { return `Hello, ${name}!`; } ` This function: Takes a name parameter of type string Has a default value ("Dev") Returns a string And TypeScript will enforce all of that at compile-time! Real-life function examples Why arrow functions behave differently (especially with this) Tips for writing scalable functions in a TypeScript project `txt ` This video is part of my ongoing TypeScript series. If you're serious about becoming a better web developer, learning TypeScript is non-negotiable. Let me know what you'd like to learn next — and don’t forget to like, share, and subscribe if you find the video helpful! 📌 Watch the video now ✍️ Samson Njoku YouTube • LinkedIn • GitHub  ( 4 min )

Hey devs! React’s component-based architecture pairs seamlessly with Tailwind’s utility-first CSS framework, enabling rapid development without sacrificing quality. This combo shines in large-scale projects where consistency, performance, and maintainability are critical. Key Benefits: Efficiency: Style directly in JSX, eliminating context-switching to separate CSS files. 📱 Responsive Design: Built-in responsive utilities (sm:, md:, lg:) simplify adaptive layouts. Reusability: Encourages modular, reusable components for UI and styling. Maintainability: Tailwind’s purge feature ensures lean production CSS. We’ll use Vite for a lightweight, fast build tool and configure Tailwind with a scalable structure. 1. Initialize the Project npm create vite@latest tailwind-app -- --template react c…  ( 5 min )

EXAMPLE1: package While; public class Factorial { public static void main(String[] args) { int factorial =1; int no =6; while (no>=1) { factorial =factorial*no; no=no-1; } System.out.println(factorial); } } Output: EXAMPLE2: package While; public class Choco { public static void main(String[] args) { int choco =1; int part = 5; while (part>0) { choco =choco *2; part =part-1; System.out.println(choco); } } } Output: EXAMPLE3: package While; public class Choco2 { public static void main(String[] args) { int choco =128; int kids_count=0; while (choco>1) { choco=choco/2; kids_count =kids_count+1; } System.out.println(kids_count); } } OUTPUT: EXAMPLE4: package While; public class Ft { public static void main(String[] args) { float total_fit=30; int up=2; float down=1.5f; int day=1; while(total_fit>1) { total_fit=(total_fit-up+down); day=day+1; } System.out.println(day); } } OUTPUT: 59  ( 3 min )

Hello everyone, I have put the Lynx project on hold because I am currently busy with another project. Although Lynx is a solid framework, I cannot develop two projects at the same time by myself. Since I no longer have time to continue the development of Lynx, I am thinking of offering it for sale. If you represent a company, I would be happy to join your Lynx team if needed. Lynx already has a solid foundation with an ORM and a CLI. The CLI is written in Rust and the ORM is natively integrated into Lynx. I will share code samples related to Lynx with serious buyers. Contact me: Instagram: Signor P Discord (and other platforms): _signor_p_  ( 3 min )

What if PCB failures weren’t a setback, but a step forward? With AI technology, defective boards are now valuable learning tools that help engineers improve future designs. By analyzing these failures, AI is helping create more reliable and efficient PCBs. Ready to see how AI is reshaping the PCB industry? Keep reading to find out. *1. AI's Role in Analyzing PCB Failures: AI systems are now being employed to analyze defective PCBs, identifying patterns and anomalies that might be overlooked by human inspectors. By processing vast amounts of data from failed boards, AI can pinpoint specific issues such as: 1. Soldering defects: Identifying cold joints or insufficient solder. 2. Component misplacement: Detecting components that are out of alignment. 3. Trace issues: Spotting broken or short…  ( 4 min )

Self-Hosting Your Way to Cost Savings: Replacing Prisma Accelerate with Redis and Twemproxy By replacing Prisma Accelerate ($60/month) with a self-hosted Redis caching solution using Twemproxy, we maintained query performance while essentially reducing our database caching costs to zero. The solution works reliably in serverless environments and integrates seamlessly with our multi-tenant architecture. Serverless applications need efficient database strategies for good performance, but managed services can get expensive as you scale. When our Prisma Accelerate bill hit nearly $60 last month—approaching the cost of our entire EC2 instance—we knew we needed an alternative. Prisma Accelerate provides excellent connection pooling and caching for serverless environments, but the pricing becam…  ( 6 min )

This is where Data Flow Manager by Ksolves steps in—a robust UI-driven tool designed to automate the promotion and deployment of NiFi data flows while drastically minimizing manual effort and errors. Before diving into the solution, it’s crucial to understand the limitations of traditional, manual NiFi flow deployment: Human Errors: Copy-paste mistakes, missing components, or incorrect parameter settings are common in manual deployments. Versioning Conflicts: Developers often work on different versions of a data flow, making it difficult to track or reconcile changes. Environment Mismatches: Development, Staging, and Production environments may have different configurations. Manual NiFi data flow deployment makes it easy to overlook such nuances. Lack of Auditability: Manual processes offe…  ( 4 min )

As a Docker Captain and Co-Founder of a Docker hosting company, I've seen a lot of people struggle and make mistakes with Docker. Most developers "learn" Docker by copy-pasting a Dockerfile from Stack Overflow and calling it a day. But if you want to really understand containers, their limits, their quirks, and how to bend them to your will, you need to play. Here are 5 hands-on projects that will help you level up your Docker skills fast. Are they something you will use day-to-day? No. Are they something that will save your butt in a very weird situation in 5 years time? Maybe, or at least thats what I hope for :D You already have a project. Maybe it is a Next.js frontend or a Flask API. Here is your challenge: strip the image down as far as it can possibly go. Do not just change the bas…  ( 5 min )

RDMA(Remote Direct Memory Access)는 네트워크를 통해 서버 간에 CPU 개입 없이 메모리를 직접 읽고 쓰는 기술이다. 주로 고성능 컴퓨팅(HPC), 대규모 데이터 처리, AI/ML 분산 학습 환경 등에서 낮은 지연 시간과 높은 대역폭을 제공하기 때문에 많이 사용한다. 1. RDMA의 기본 개념 일반적인 네트워크 통신 방식에서는 데이터를 전송하려면 CPU가 메모리에서 데이터를 읽고, 네트워크 인터페이스 카드(NIC)로 복사한다. 이 복사한 데이터를 네트워크를 통해 데이터를 보내고, 수신 측에서도 CPU가 데이터를 NIC에서 메모리로 복사한다. 이 과정에서 CPU, 커널, 복사 작업 등이 개입되어 지연(latency)과 CPU 오버헤드가 큰 현상이 발생한다. 반면, RDMA는, CPU나 운영체제(OS) 커널의 개입 없이, 원격 시스템의 메모리에 직접 읽기(read) 또는 쓰기(write) 작업을 수행한다. 다시 말해, 데이터가 직접 메모리에서 메모리로 이동한다. 2. RDMA가 동작하는 방식 (1) 메모리 등록 (Memory Registration) 송신자와 수신자 모두 RDMA NIC(HCA: Host Channel Adapter)를 사용함. RDMA를 사용하기 위해서는 사용할 메모리 영역을 등록(pinning)해야 함. 이 과정에서 해당 메모리는 물리 메모리에 고정되고 커널이 RDMA NIC에 메모리 주소를 알려줌. (2) Queue Pair 생성 RDMA 통신은 QP(Queue Pair)라는 구조를 통해 이루어짐. QP는 Send Queue와 Receive Queue로 구성…  ( 4 min )

If you haven't already, I would recommend having a quick look at the Introduction & Sequence Diagram Welcome to the 3-part series that helps you create a scalable production-ready authentication system using pure JWT & a middleware for your SvelteKit project Part 1 → Setup & JWT Basics Part 2 → Authentication Flows Part 3 → Protecting Routes & Security You are reading Part 3 Goal: Secure the app with middleware and discuss best practices for a production-ready system. Topics we'll cover Server Hooks (Middleware): Use SvelteKit hooks to verify JWT and secure routes. Security Considerations: Token storage (HTTP-only cookies), CSRF protection, token expiration, HTTPS, etc. Conclusion & Next Steps: Recap and suggestions like refresh tokens or role-based access. Now we'll implement the authenti…  ( 4 min )

Safeguarding your domain against email spoofing and phishing threats is crucial, and DMARC (Domain-based Message Authentication, Reporting, and Conformance) is essential for this protection. However, understanding DMARC reports can be challenging, particularly when problems occur. This guide outlines the typical issues found in DMARC reports and provides solutions to address them. DMARC is a protocol for email verification that enhances SPF and DKIM, enabling domain owners to instruct receiving servers on how to process emails that do not pass these authentication tests. Additionally, it offers reports that indicate the proper or improper use of emails, aiding in the detection of spoofing attempts, mistakes, or unauthorized senders. To effectively interpret and respond to these reports, on…  ( 6 min )

Introduction TryHackMe's Brains room is a cybersecurity challenge that focuses on exploiting an authentication bypass vulnerability in TeamCity (CVE-2024-27198). This walkthrough will guide you through the attacker's perspective, where we gain access to the system, and the defender's perspective, where we analyze logs to track the attack. Step 1: Initial Reconnaissance Before diving into exploitation, we need to gather information about the target system. Running an Nmap Scan Start by scanning the target machine to identify open ports and services, i used the following code: nmap -A -sV -sS 10.10.155.253(YOUR_MACHINEIP) -T4 but you can have the same results as shown with this: nmap -A -T4 -p- 10.10.155.253(YOUR_MACHINEIP) Scan Results: Let's dig further, so open the Firefox browser an…  ( 6 min )

In today’s rapidly evolving digital landscape, Web3 is emerging as a transformative force, gradually reshaping the way we interact with the internet. But what exactly is Web3, and how does it differ from Web2? Let’s dive deep into this new era of decentralized technology and explore its impact on industries, users, developers, and startups. What is Web3 and How Does it Differ from Web2? The fundamental difference between Web2 and Web3 is the concept of decentralization. While Web2 relies on intermediaries to mediate transactions and data exchanges, Web3 removes these intermediaries by allowing users to interact directly with one another via peer-to-peer networks. Advantages of Web3 for Users and Developers Decentralized Data Ownership: Peer-to-Peer Services: Elimination of Intermediari…  ( 5 min )

Introduction If you're encountering the error message FirebaseError: Firebase: No Firebase App '[DEFAULT]' has been created, don't worry! This is a common issue for many Flutter developers integrating Firebase into their applications. In this article, we will dive into understanding why this error occurs and how to resolve it effectively as you develop your Flutter web application using Firebase. Understanding the Firebase Initialization Error The error 'No Firebase App '[DEFAULT]' has been created' typically arises when your Firebase app has not been initialized before attempting to use it. The Firebase SDK requires that the app be initialized with your specific Firebase configuration to communicate correctly with your Firebase backend services, such as Firestore, Authentication, and more…  ( 4 min )

If you haven't already, I would recommend having a quick look at the Introduction & Sequence Diagram Welcome to the 3-part series that helps you create a scalable production-ready authentication system using pure JWT & a middleware for your SvelteKit project Part 1: Setup & JWT Basics Part 2: Authentication Flows Part 3: Protecting Routes & Security You are reading Part 2 Goal: Implement user authentication flows using JWT, covering sign-up, sign-in, and logout Topics we'll cover Sign-Up Flow: Server-side endpoint to register users and issue JWT, with a Svelte form. Sign-In Flow: Server-side endpoint to authenticate users and issue JWT, with a Svelte form. Logout Flow: Server-side endpoint to clear cookies, with a simple UI. Note: All form validations are happening server-side, as it shoul…  ( 8 min )

GCP Persistent Disks Compared: Balanced, Extreme, SSD, and Standard Explained Overview: Balanced Persistent Disk (pd-balanced) They are zonal or regional, ensuring high availability and durability. Key Features When to Use Each Venkat C S  ( 3 min )

Dive into the diverse landscape of Linux distributions. Understand their unique features, use cases, and how to choose the right one for your needs. Understanding Linux Distributions Linux distribution is a complete operating system built around the Linux kernel. It includes system software, libraries, and often a package management system. Distributions can be community-driven or commercially backed, each bringing its unique flavor to the Linux ecosystem.​ Major Linux Distributions and Their Use Cases Ubuntu Overview: Developed by Canonical Ltd., Ubuntu is based on Debian and is known for its user-friendliness.​ Use Cases: Ideal for beginners, desktops, servers, and cloud deployments.​ Variants: Includes Kubuntu (KDE desktop), Xubuntu (XFCE desktop), and Ubuntu Server.​ Debian Overview: A…  ( 5 min )

In the world of computer science, data is at the core of every application. From a simple calculator app to a complex search engine, how data is stored, managed, and accessed can significantly impact performance. That’s where data structures come in. If you’re new to programming or looking to strengthen your foundation, this Data Structures Tutorial will serve as a beginner’s guide to mastering the basics. Before diving deeper, it’s important to answer the question: what is data structure? At its simplest, a data structure is a method of organizing and storing data in a computer so that it can be used efficiently. Think of it like the different types of containers you might use in your kitchen—jars, boxes, baskets. Each is suited for storing certain types of items, and choosing the right …  ( 5 min )

https://docs.aws.amazon.com/eks/latest/userguide/update-cluster.html export CLUSTER= kubectl describe daemonset aws-node --namespace kube-system | grep amazon-k8s-cni: | cut -d : -f 3 Deve ser >= 1.8.0 kubectl get daemonset aws-node -n kube-system -o yaml > aws-k8s-cni-old.yaml eksctl create iamserviceaccount \ aws eks create-addon \ eksctl get addon --name vpc-cni --cluster $CLUSTER aws eks update-addon \ kubectl describe deployment coredns --namespace kube-system | grep coredns: | cut -d : -f 3 kubectl get deployment coredns -n kube-system -o yaml > aws-k8s-coredns-old.yaml aws eks create-addon \ eksctl get addon --name coredns --cluster $CLUSTER aws eks update-addon \ kubectl describe daemonset kube-proxy -n kube-system | grep kube-proxy: | cut -d : -f 3 Deve ser max 2 versões para tras kubectl get daemonset kube-proxy -n kube-system -o yaml > aws-k8s-kube-proxy-old.yaml aws eks create-addon \ eksctl get addon --name kube-proxy --cluster $CLUSTER Atualizar apos upgrade do eks aws eks update-addon \ kubectl describe deployment -n kube-system aws-load-balancer-controller | grep aws-alb-ingress-controller: | cut -d : -f 3 kubectl get deployment -n kube-system aws-load-balancer-controller -o yaml > aws-k8s-aws-alb-ingress-controller-old.yaml kubectl set image deployment/aws-load-balancer-controller -n kube-system controller=public.ecr.aws/eks/aws-load-balancer-controller:v2.4.7 k get pod -n kube-system | grep aws-load-balancer-controller  ( 3 min )

Introduction In the current landscape of new product development, the primary risk lies in the product's ability to gain a market fit rather than technological advancements. Entrepreneurs and investors have limited resources, including time and funding, to ensure the success of their products. To minimize waste, it is crucial to prioritize investment in strategies that address the most critical risks. Venture Capital (VC) evaluates potential startups with various methods, predominantly utilizing numerical indicators like engagement and revenue quality. However, for early-stage startups that may lack these indicators or face misleading data, VCs must rely on a blended approach of qualitative and quantitative proxies to understand the progress and direction of the product. The software tes…  ( 8 min )

Cloud deployment is no longer just a “DevOps” thing. Whether you're a solo developer shipping side projects or part of a startup team launching weekly updates, smoother deployments mean faster feedback, fewer bugs, and less stress. But between setting up CI/CD pipelines, configuring environments, and managing infrastructure, cloud deployment can easily become a time sink. So what tools actually help streamline the cloud deployment process in 2025? Let's break it down, developer-to-developer. Before jumping into tools, let’s talk real-world benefits. When your deployment workflow is smooth: You save time (and sanity) You reduce the risk of breaking production You get faster feedback from users You can focus more on building, less on babysitting servers Whether you’re shipping a side projec…  ( 5 min )

In today’s digital-first world, nonprofits and charitable organizations are increasingly embracing technology to enhance their impact. One of the most powerful tools in this transformation is a mobile app. From improving outreach to streamlining donation processes, mobile apps offer nonprofits a scalable and efficient way to serve communities and drive their mission forward. Nonprofits often operate with limited resources but big ambitions. A well-designed mobile app helps bridge that gap by enabling: Real-Time Engagement: Stay connected with volunteers, donors, and beneficiaries with instant updates, event notifications, and push messages. Simplified Donations: Mobile apps make it easier for supporters to contribute, with secure payment gateways and recurring donation options. Data-Dr…  ( 3 min )

Are you looking for a simple way to convert seconds into a 'Hour:Minute:Second' format using PHP? It's a common task, particularly when working with time durations in applications. In this guide, we'll explore how to efficiently perform this conversion with a straightforward approach and clear code examples. Understanding the Conversion Process When you have a number of seconds, the goal is to break it down into hours, minutes, and remaining seconds. For example, converting '685' seconds into '00:11:25' involves: Calculating Hours: By dividing the total seconds by 3600 (the number of seconds in an hour). Calculating Remaining Minutes: By taking the remaining seconds after accounting for hours and dividing by 60. Calculating Remaining Seconds: By taking the remainder from the minutes calcul…  ( 4 min )

Fuelled by Investment, Driven by Security Now that we’ve gotten a solid grip on the Catalysis Ecosystem, it’s time to zoom out and see how it’s making waves in the real world. Catalysis, a project that’s helping make blockchains more secure, just raised $1.25 million to create a new kind of security system. This new system will help make it easier for developers to keep their blockchain networks safe by sharing security across different platforms. Think of it like a special tool that helps everyone stay protected in the world of blockchains. The money was raised from some big names, like Hashed Emergent, which helps Web3 projects in Asia, and others like Presto Labs, SpaceshipDAO, and Cosmostation. These investors are excited about Catalysis because they believe the project can really h…  ( 4 min )

The Scraper: The Collector of Car Parts Each day, the Scraper ventured out, gathering essential tools—brake pads, spark plugs, and oil filters—meticulously putting them in his storage room. This storage room, filled with parts, was like a database, organizing all the precious data he gathered from various sources. For instance, one day, the Scraper found a batch of brake pads. He cataloged the details, from brand to condition, and stored it safely. This was like collecting the latest prices from websites, storing them in a file for future use. The Backend Guy: The Toolbox Handler Whenever the mechanic—the Frontend—needed a specific tool, they would call out, “I need a 10mm wrench!” The Backend Guy, standing by the toolbox, would find the correct tool and hand it over with precision. He didn't fix the car himself, but he made sure the mechanic had exactly what was needed at the right time. Just like that, the Backend Guy managed the storage of all the data and ensured it was always ready when the Frontend needed it. When the mechanic asked for the current price of the Euro in Toman, the Backend would retrieve that data and send it in a neat package—a JSON response—ready to be used. The Frontend Mechanic: The User Interface When the mechanic needed a part, they'd shout, "I need a 10mm wrench!" The Backend Guy would respond, handing over the tool, and the Frontend Mechanic would get to work. The mechanic didn’t care how the part got there, as long as it was the right one. In the same way, the Frontend Mechanic used the data provided by the Backend to create an amazing display for the car's dashboard. They made sure the car (or website) looked stunning, with neatly organized parts (like the prices) and a smooth-running engine (user interface). Whether it was showing prices in a nice table or providing a simple, user-friendly experience, the Frontend Mechanic made sure everything was visually appealing and functional.  ( 4 min )

Cash in on Creativity: Unleash and Monetize Your Talents in the Digital Era In an era where digital platforms dominate the scene, creativity is not just an innate skill; it's a commodity you can leverage to generate income. Never before has it been so attainable to transform your talents into a revenue stream. Whether you're an artist, writer, musician, or designer, opportunities to monetize your creativity have never been greater. Let’s dive into how you can cash in on your unique talents. The first step in monetizing your creative passion is identifying and understanding your skills. What do you love to do? What do people often compliment you on? Whether it's painting, composing music, or crafting engaging stories, recognizing your talent is crucial. Digital platforms provide creative …  ( 4 min )

Infrastructure as Code (IaC) has come a long way since its beginnings. What started as spinning up cloud resources has now grown into a full-blown ecosystem with a very engaged community. IaC on its own can add a lot of complexity to your processes and cause more issues, but combined with governance, compliance, security, deployment strategies, self-service, it easily becomes the fuel your delivery engine needs. This year, IaCConf debuts as a virtual event by bringing together this community, and it’s shaping up to be one of the most relevant and practical events in the space. Unlike broader DevOps/SRE or cloud-native events, IACConf is focused on the challenges and innovations around defining infrastructure as code. That means the content goes deeper, the conversations are more relevant, and the takeaways are directly applicable to your processes. There will be sessions on: Getting started with IaC Managing IaC at scale across teams and environments (using OpenTofu, Terraform, Ansible, Crossplane, and others) Platform Engineering and IaC How IaC impacts your maturity AI in IaC And that’s just scratching the surface. Check out the full agenda here. One of the things I appreciate most about this conference is that it’s not about product pitches or high-level fluff. Practitioners share what worked, what broke, and how they improved. Whether you are just starting out, are in the trenches, or shaping platform strategy, there’s something for you here. On another note, I’m also excited to contribute to this year’s lineup with a session on Getting Started with IaC, together with my colleague Emin Alemdar. But honestly, I’m just as excited to learn and to connect with others working through the same challenges. The event will be on Thu, May 15, 2025 @ 11:00am EDT, so don’t forget to register here. This post was originally posted on Medium.  ( 3 min )

If you're diving into Ruby on Rails, understanding how to effectively use forms is crucial for creating interactive applications. In this article, we'll explore how to create a basic form in Ruby on Rails and pass data to a route using simple examples. You'll learn about the structure of a form and how to submit data securely, which is essential for any web application. Why Use Forms in Ruby on Rails? Forms are fundamental in web applications as they enable users to input data. Whether you're collecting user information, comments, or other types of data, forms serve as the primary interface for user interactions. In Ruby on Rails, handling forms is made simple with built-in helpers that streamline the process and ensure your application remains secure. Setting Up Your Rails Application Bef…  ( 5 min )

By a beginner, for beginners. When I first started learning Go (Golang), everything felt a little strange. Coming from the Python and JavaScript background😅😅., I expected to deal with new syntax, but I didn’t expect to get stuck on the very first line of every Go file: package main I remember asking myself: "Why do we declare the package name before the start of any code?" 📦 What Is a Package in Go? In Go, as well as other languages like Python, a package is a way to organize and reuse code. Every .go file must start by declaring which package it belongs to. There are two kinds of packages you’ll encounter early on: main: This package is special. It tells the Go compiler that this file is part of an executable program. Library packages: These are packages meant to be imported into othe…  ( 4 min )

Suppose you have a busy website where elements are constantly changing, buttons appear, text updates, new content sneaks in. You need a detective to watch all of this. Use MutationObserver, JavaScript’s Sherlock Holmes, who never misses a detail. Once something changes, the detective detects the change and decides what action to take. 💡 Example: Sherlock Holmes Investigates Price Updates 💰 Let’s say you have a shopping cart on your website, and the price of the cart updates whenever an item is added or removed. You need Sherlock Holmes (MutationObserver) to catch these updates and notify you. // Select the node that will be observed for mutations const cartPrice = document.getElementById("cart-price"); // Options for the observer (which mutations to observe) const config = { childList: …  ( 4 min )

Now you can connect to your remote development environments on Diploi using Cursor Diploi is deployment platform for applications with support for remote development Vibing on Diploi ✨ We just added support for Cursor, which means that now you can start coding your application without installing anything locally and vibe your way to production Don't want to read? Check the video demo If you prefer reading, let's go step by step: If you have a development environment already created, you can skip to step 2 You can launch the project creation page from your dashboard's project page https://console.diploi.com//projects Now choose the stack for your application. For this guide, I'll select Bun and Nue.js with Postgres for my demo app After clicking on Launch Stack,…  ( 4 min )

The Moving Average Convergence Divergence (MACD) indicator is often misinterpreted as a simple crossover tool. In reality, it offers a nuanced view of market momentum, trend health, and potential reversals—especially when analyzed over longer timeframes. This breakdown outlines how MACD identified major market movements on the BTC/USDT weekly chart using data-driven signals. Momentum Breakout – Early 2023 In early 2023, MACD moved above the signal line with an expanding histogram. This was not just a routine crossover; it indicated strong bullish momentum following BTC’s recovery from 2022 lows. What to monitor: A rising MACD histogram with increasing bar height Signal line separation confirming acceleration Insight: A rapidly expanding histogram often confirms a new sustained trend, no…  ( 4 min )

In today's digital world, cybersecurity isn't only for techies; it's essential for everyone. Whether you use a smartphone, a laptop, or a simple button phone, you are a possible target for hackers. This article outlines why everyone is vulnerable and provides practical steps to stay safe, tailored for a professional audience.  ( 2 min )

State management in React can sometimes feel like overkill. Whether you're reaching for Redux, Zustand, or Jotai, you might be introducing complexity when all you need is a minimal way to share state globally across components. That’s where @odemian/react-store shines — a tiny, typed, selector-based, and dependency-free global state library powered by useSyncExternalStore. In this article, we’ll walk through how to build a clean, performant Todo App using @odemian/react-store in just a few minutes. npm install @odemian/react-store Create a new file called stores/todoStore.ts: import { createStore } from "@odemian/react-store"; export type TTodo = { id: number; name: string; done: boolean; }; // Initialize the store with one task export const [useTodos, updateTodos] = createStore<T…  ( 4 min )

In Rust, understanding how std::mem::transmute functions between different types is crucial for ensuring memory safety and type integrity. This brings us to an interesting question: Is it safe to transmute between two custom struct types, OuterA and OuterB, which only differ by their inner types — InnerA and InnerB? Let's explore what the repr(transparent) conveys and clarify the implications of transmuting types in Rust. Understanding repr(transparent) The #[repr(transparent)] attribute in Rust is used to indicate that a struct represents a single variant of a type that can be safely treated as equivalent to its single field. This is particularly useful for effectively working with opaque types or for implementing newtype patterns. In the provided example, we have the following structur…  ( 4 min )

The digital realm, the backbone of our modern existence, hums with the constant flow of information, transactions, and communication. Yet, beneath this seemingly seamless surface lies a shadowy undercurrent of the world of system hacking. It’s a complex landscape of technical prowess, strategic thinking, and a constant battle between offense and defense. Understanding system hacking is no longer just for cybersecurity professionals; it’s becoming increasingly crucial for anyone navigating our interconnected world. But what exactly is system hacking? At its core, it refers to the unauthorized access and manipulation of computer systems, networks, or data. This can range from gaining unauthorized entry to a single computer to orchestrating sophisticated attacks on critical infrastructure. T…  ( 8 min )

Hello friends, I'm Yogesh Galav and currently working as Technical Product Manager at InstaWP, Recently I came across a problem of manually managing env file for multiple environments so I tried to came up with cost effective solution to it, I hope you read it with open mind. Like most of you at first I faced hurdle from my team mates of opposing dynamism or quick change culture, but after application was still running smoothly in develop/staging env I was able to gain their trust, hence looking forward to gain yours too. Some of you might have heard of solution to this problem like Infisical, Vault, AWS Parameter Store, Google Secret Manager but they involves cost in some form like money or work or maintenance. Let's now move directly to the point. Pros and Cons of ENV file management Pro…  ( 4 min )

Let's be real: with all the latest technologies and innovations, app building doesn't have to feel like building a house in 2025. With automation tools that just understand human language and commands, people are actually empowered to build an app/website of their own that is fully functional and I must say, quite unique. There are so many tools available that do the whole app building from A to Z for you. Yes, Builder.ai is a promising platform in the app development world because of its AI-driven simplicity. But what if you need more? More creative, more affordable, and more fit as per your requirements. Whether you are a small business owner or an enterprise, many other platforms are waiting for you that are just made for you and fit your requirements. And the cherry on the top is that …  ( 8 min )

Today, I want to share my experience using Cline (https://github.com/cline/cline) to manage an entire pull request (PR) without touching the code myself. I set the following rules for myself to complete the PR: The task I chose for the AI was a refactoring task to unify the implementation of mocking across the codebase, which varied by developer. I used the vanilla Cline VS Code extension. vscode-lm:copilot/gpt-4 vscode-lm:copilot/gpt-4o The codebase was an average Laravel application. The task was completed entirely through prompts. I wasn't sure if it was possible, but Cline made it. This was a different experience from Copilot, where once the prompt was written, the AI handled everything. Cline was able to handle various tasks beyond just reading and writing code. Here are some tasks I …  ( 6 min )

Let’s create a simple vertical tabs component using Tailwind CSS and JavaScript. Originally posted on: https://lexingtonthemes.com/tutorials/how-to-create-vertical-tabs-with-tailwind-css-and-javascript/ Why vertical though? Vertical tabs are a great way to organize content on a webpage. They are easy to navigate and can be used to display different sections of content in a single view. They are also a great way to save space on a page and make it more visually appealing.  ( 3 min )

Welcome to the next pikoTutorial ! A TCP server listens for incoming connections on a specified port and communicates with clients over that connection. from socket import socket, AF_INET, SOCK_STREAM from argparse import ArgumentParser # define command line interface parser = ArgumentParser() parser.add_argument('-ip', help='IP') parser.add_argument('-server_port', type=int, help='Server port') # parse command line options args = parser.parse_args() # create a TCP socket with socket(AF_INET, SOCK_STREAM) as server_socket: # bind server with a specific network address # which consists of IP and port number server_socket.bind((args.ip, args.server_port)) # start listening for requests server_socket.listen() print(f'TCP server up and listening on {args.ip}:{args.serve…  ( 4 min )

Looking for a free and effective Web Application Firewall (WAF) to protect your websites from attacks? Let me introduce you to SafeLine — a self-hosted, open-source WAF built by security experts at Chaitin Tech, designed specifically for the developer and security community. A Web Application Firewall (WAF) is a security layer that protects web applications from malicious traffic. It typically sits in front of the application as a reverse proxy, monitoring and filtering HTTP/HTTPS requests in real time. WAFs can block common attacks like: SQL Injection (SQLi) Cross-Site Scripting (XSS) Cross-Site Request Forgery (CSRF) Remote Code Execution (RCE) Business logic abuse Zero-day vulnerabilities App-specific exploits (e.g., WordPress, Joomla, Drupal) There are many WAF products out there — co…  ( 4 min )

Introduction When developing Angular applications, particularly with Angular Material, you might encounter issues regarding the mat-list and mat-divider components. Many developers wonder whether to use ngFor inside the mat-list or the mat-list-item and how to correctly place the mat-divider. Let’s delve into this topic to clarify which method is best. Why This Issue Arises The confusion around where to implement ngFor and the positioning of mat-divider often stems from how Angular handles component rendering. Using ngFor within the mat-list means that each item is rendered as part of the list itself; thus, the dividers are less likely to show correctly if their placement isn’t considered carefully. Conversely, applying ngFor to mat-list-item makes each list item independent and potentiall…  ( 4 min )

As technology continues to evolve at an unprecedented rate, few sectors remain untouched by its benefits. One domain witnessing significant evolution due to technological advancements is education. The recent surge in online learning platforms takes personalized learning to unprecedented horizons, largely due to the integration of AI (Artificial Intelligence). AI technology is transforming how students learn, how teachers teach, and fundamentally, making education more accessible and customized than ever before. The integration of AI in online learning platforms is revolutionizing the educational landscape by providing personalized feedback. The AI-driven systems analyze learners' performance, discern their strengths and weaknesses, and create customized, adaptive learning pathways, leavin…  ( 4 min )

If you've ever been involved in launching an AI chatbot, you know the pain: months of development followed by the seemingly endless purgatory of User Acceptance Testing (UAT). Your team creates brilliant conversational flows and integrations, only to watch your launch date slip further into the future as manual testers slowly work through scenarios. While companies focus heavily on selecting the right frameworks and models for their chatbots, they often underestimate what happens after development: the testing phase. According to recent surveys, nearly 90% of companies acknowledge they need stack upgrades to deploy AI agents—but even with those upgrades, manual UAT remains the silent killer of deployment timelines. Traditional software testing methodologies simply don't scale for conversat…  ( 4 min )

Are you planning to develop intelligent chatbots that require advanced understanding and interaction capabilities? Is your focus on enabling dynamic, complex research endeavors? Do you want to visualize or monitor asset flows and risks within your organization? Do you aim to unlock siloed data or enhance connectivity between disparate data environments? Knowledge graphs help structure information by capturing relationships between disparate data points. They allow users to integrate data from diverse sources and discover hidden patterns and connections.  ( 3 min )

A proxy firewall, often referred to as an application-layer or gateway firewall, acts as an intermediary between a user’s system and external servers. Instead of allowing direct communication, it processes and forwards requests on behalf of users. This not only hides internal network details from outsiders but also allows the firewall to thoroughly inspect data before it reaches its destination. Unlike traditional firewalls that operate primarily at the network or transport layer, proxy firewalls operate at the application layer. They intercept requests, evaluate the content, and relay approved traffic. This additional layer of inspection allows for more granular control, helping detect threats embedded in seemingly legitimate requests—such as malware hidden in web traffic or email attachm…  ( 4 min )

This is a submission for the Amazon Q Developer "Quack The Code" Challenge: Crushing the Command Line I created AI Medicine Analyzer, an intelligent web app that helps users analyze medications using the power of AI. It allows users to type in the name of any medicine and receive: A clear, structured breakdown of its uses, dosage, side effects, precautions, and interactions. AI-powered analysis in natural language, accessible to non-medical users. A dynamic, chat-like interface that feels intuitive and fast. The problem it solves: many patients struggle to understand complex medication instructions or identify drug interactions. This app simplifies that process using LLMs and brings trustworthy drug information to users' fingertips. Try the live app here: https://medilyze.netlify.app Here …  ( 4 min )

How can we understand the impact of hackers and hacktivists on global cybersecurity? In today’s interconnected world, cyber threats have evolved from simple pranks to sophisticated operations that can cripple organizations and even nations and really understanding who’s behind these attacks is crucial for proper defense. The digital landscape has become a battleground where diverse actors compete for information, influence, and financial gain. Threat intelligence has never been more vital for organizations seeking to protect their digital assets. Behind every breach and security incident stands a human or multiple humans with specific motivations, skills, and objectives. Recognizing these threat actor profiles allows security professionals to anticipate and counter attacks more effectively…  ( 7 min )

Abstract This post dives deep into open source developer crowdfunding, exploring how community-driven funding platforms empower innovation and ensure sustainability in the open source ecosystem. We cover the background, core concepts, practical applications, challenges, and future trends of this innovative approach. Key platforms such as Open Collective, GitHub Sponsors, and Patreon are highlighted, along with strategies to increase transparency and bolster developer motivation. Through tables, bullet lists, and detailed examples, this article provides a technical yet accessible overview that is optimized for both search engines and readers. Open source software (OSS) has revolutionized the way our digital world operates, offering a collaborative environment where developers and communit…  ( 8 min )

Introduction Many developers encounter challenges when adapting their workflow to the mobile-first approach in Tailwind CSS, especially those who prefer a desktop-first design methodology. While Tailwind CSS v3 made this easier through global configuration options, the introduction of Tailwind CSS v4 has made some of these features feel less intuitive. In this article, we will explore how to effectively configure Tailwind CSS v4 to achieve a desktop-first layout while maintaining responsive design principles. Understanding the Desktop-First Approach The desktop-first approach emphasizes designing for larger screens first, and then using media queries to adapt the design for smaller screens. This method allows developers to create a well-structured layout that looks good on large displays b…  ( 5 min )

CentOS 8 List any process listening to the given port: lsof -i:5000 kill 12345 Restart nginx server: service nginx restart Run python script in the background: nohup python3 /path/to/app.py & pip3 install -r /path/to/requirements.txt Search Files: Command + shift + F Copy line down: Shift + alt + Down arrow Shift + alt + Up arrow Delete line: Ctrl + shift + K Plugin: Prettier Shift + alt + F  ( 3 min )

국내 기업들을 방문해서 AI 인프라 관련 분들을 만나면, 가장 많이 물어보는 질문들 중 하나가 LLM 추론 시 메모리 크기는 얼마나 되는 것인 가이다. 아무래도내부에 가진 서버를 그대로 사용할 것인가? 아니면 신규로 서버를 구매할 것인가?에 대해 LLM을 동작 시킬 때 총 메모리 용량이 얼마나 되는 지 궁금해서 일 것이다. 예를 들어, meta-llama/Meta-Llama-3-8B-Instruct에서 훈련(Training) 또는 추론(Inference)할 때, Tensor Type으로 BF16 이면 메모리 크기는 얼마이며, 몇 장의 GPU를 사용해야 하는가에 대해 묻는다면, 어떻게 답변을 해야 하는지 알아 볼 것이다 메모리 사용량 개략적 계산 = (모델 파라미터 * 2) + 파라미터의 2 - 3배 BF16(bfloat16)은 FP16과 마찬가지로 16비트 정밀도를 사용하므로, 기본적으로 모델 파라미터*자체가 차지하는 메모리는 FP16 대비 큰 차이가 없음. AdamW 와 같은 옵티마이저 상태나 그래디언트, 중간 활성화 (activations) 등으로 인해 실제 요구되는 메모리는 2~3배 가량 될 수 있음. 계산식: (16 * 2) + (16GB * 2 or 16GB * 3) = 32GB + (32 or 48 )GB = 64 or 80 GB BF16 타입으로 풀 파인튜닝(Full fine-tuning)시 단일 GPU으로는 최소 40GB 이상, 안정적인 배치 크기 확보를 위해서는 A100/H100 80GB급이 1장이 권장 80GB H100 1장으로 분산 학습을 활용해도 충분히 학습이 가능함.…  ( 4 min )

Hello, I have an ambitious technical idea that I hope to share with the community of developers and cybersecurity specialists: Given the widespread prevalence of pornographic content online, and the difficulty of controlling it through traditional blocking or weak censorship tools, I've come up with a new system: 🔐 An "ethical operating system" (for smart devices – such as Android, iOS, and Windows) built from the ground up on the principle of: "Completely blocking any type of pornographic content, whether visual or textual, whether on websites, apps, search engines, or social networks." 💡 Key features of the idea: Its protection cannot be hacked or changed (such as the inability to install an alternative system). It can be installed on children's devices, school devices, or even the devices of adults who want to protect themselves. It doesn't rely solely on blocking a specific site, but rather on real-time content analysis. A clean app store and a clean built-in search engine. 🧱 Technically: Or as a distribution for children, schools, or conservative environments. Or even as a layer of security added to existing systems (e.g., Android). 🎯 The goal is not to impose censorship, but rather to provide a safe, ethical, and educational alternative. 🤝 I'm looking for: Interested programmers. Note that I'm only 16 years old. The goal is to find someone who will embrace this idea. Suggestions for improving the idea. Any technical or community support is possible. Do you think this type of system could make a real difference? opensource privacy cybersecurity idea  ( 3 min )

Developing code for an FPGA (like your DE1-SoC) involves several key steps that differ from traditional software development. Here's a comprehensive guide: 1. Design Phase a) Hardware Architecture Design Identify components needed: Data paths Control logic Memory interfaces I/O peripherals Consider clock domains and timing requirements b) Choose Your HDL Verilog: C-like syntax, popular in industry VHDL: Strongly typed, common in defense/aerospace SystemVerilog: Enhanced Verilog with verification features HLS (High-Level Synthesis): C/C++ to HDL (e.g., Intel HLS) 2. Coding Phase a) RTL Coding (Register Transfer Level) verilog module pwm_generator ( input clk, input reset, input [7:0] duty_cycle, output reg pwm_out ); reg [7:0] counter; always @(posedge clk or posed…  ( 4 min )

Kotlin vs Java: Which is Better for Android Development? Android development has evolved significantly over the years, and two programming languages dominate the ecosystem: Java (the traditional choice) and Kotlin (the modern alternative). If you're starting a new Android project or considering migrating an existing one, choosing between Kotlin and Java is a critical decision. In this article, we'll compare both languages in terms of performance, syntax, community support, and long-term viability to help you decide which is better for Android development. A Brief History of Java and Kotlin in Android Java: The Veteran Java has been the official language for Android development since the platform's inception in 2008. It’s a mature, object-oriented language with a vast ecosystem of libraries…  ( 4 min )

Introduction Are you facing an issue where WorkflowExecutionInfo.memo is empty even after successfully calling upsertMemo in your TypeScript application? This can be frustrating, especially after seeing the memo correctly set in your workflow execution output. Let’s dive into why this issue might occur and how to address it effectively. Understanding the Issue The main problem stems from the timing and lifecycle of updating the memo in your workflow executions. When you call the upsertMemo method, it is crucial to ensure that the memo is set correctly and acknowledged before you attempt to retrieve it from the workflow executions. In your code, the memo appears to be set successfully, as confirmed by the output of console.log. However, the memo is not persisted as expected when viewed thro…  ( 5 min )

Day 13: Today I am diving in viewcontrollers in #Xcode. Building functions for a todo app. Creating classes for the UI and functions to add tasks.  ( 3 min )

Abstract This post explores the concept of Open Source Capitalism in the Global South. We discuss how low-cost, collaborative models—empowered by blockchain and tokenized licensing models like the Open Compensation Token License (OCTL)—can foster local innovation, reduce dependency on expensive proprietary software, generate job opportunities, and promote community-driven sustainability. We also evaluate the unique challenges these regions face – from limited infrastructure and funding gaps to legal frameworks and digital divides – and propose strategies that include government support, innovative funding models, and localized education programs. Furthermore, we compare Open Source Capitalism with traditional paradigms using tables and bullet lists, and we provide insights and links from…  ( 9 min )

Due to the high salaries of web3 developers in the blockchain sector, many aspiring and seasoned web2 developers aim to learn web3 development. According to platforms like Web3 Careers, Senior Software Engineers with development experience in Solidity can earn a starting salary of $200,000 a year, and as remote-first work on dispersed teams is typical for many web3 firms, many developers find working in web3 to be an appealing career path. SOURCE: Remote Solidity Jobs – April 2025 (web3.career) With all the buzz surrounding blockchain technology and investments in web3 businesses, developers are left wondering how to get started learning web3 development and working in the web3 sector. Fear not fellow developers! In this article, we will explore a step-by-step guide on how to start learni…  ( 7 min )

Introduction: Can AI Really Talk to Animals? By studying how animals talk—even when surrounded by noise—AI might one day help humans "talk" to animals. This isn’t just fun; it can also help protect animals and learn more about the natural world. Let’s dive into the world of animals, AI, and city noise! Chapter 1: Birds chirp to call their friends or warn others about danger. Dolphins whistle and click to talk in the ocean. Dogs bark, growl, and wag their tails to show how they feel. Bees do a dance to show others where to find flowers. Even though these "languages" are not the same as human speech, they are still ways of sharing important messages. Scientists want to understand these messages better. That’s where AI comes in. *Chapter 2: * Voice assistants like Siri or Alexa Self-driving …  ( 7 min )

Daily Task Scheduler with AWS PartyRock: A No-Code GenAI Experience In today's fast-paced world, time management is key to productivity and personal well-being. Imagine having an AI assistant that builds your daily schedule with just a few inputs—no coding, no manual planning. This is exactly what I explored by building a Daily Task Scheduler using AWS PartyRock, a generative AI application builder that lets you prototype powerful apps in minutes without writing a single line of code. AWS PartyRock is a no-code platform that lets you build generative AI-powered applications with ease. It leverages foundational models from Amazon Bedrock to perform tasks like text generation, summarization, classification, and more. Developers and non-developers alike can build apps by simply dragging an…  ( 5 min )

흔히 IT 관련 미디어를 보면, 메타 라마가 오픈소스라고 많이 적혀져 있다. 물론 이것은 메타가 그렇게 주장하고 있지만, 정통 인공지능 개발자들 사이에서는 이러한 메타 라마가 오픈소스인가 아닌가에 대한 개념 논쟁이 많이 벌어졌다. 이게 무슨 말이냐고 하면, 100% 풀 오픈 소스냐? 아니면 가중치만 공개한 모델이냐? 에 대한 논쟁이다. 우리가 흔히 오픈소스(OpenSource)라고 하는 말은, 누구나 자유롭게 활용, 수정, 재배포할 수 있는 라이선스”라는 의미로 쓰인다. 실제로는 OSI(Open Source Initiative)가 공인한 라이선스인지, 아니면 사용 제한 조항(예: 비영리 사용만 가능 등)이 있는 “준(準)오픈소스” 형태인지를 구분해야 한다. 그렇다면, 이에 대해 한 번 알아보자! 현재 LLM 중에서 OSI가 승인한 오픈소스 라이선스는 다음과 같다. 종류: GPT-Neo 시리즈, GPT-J-6B**, GPT-NeoX-20B, Pythia 등 라이선스: 보통 Apache-2.0 또는 MIT (둘 다 OSI 승인) 특징 학습 코드와 모델 가중치를 공개 상업적 이용, 2차 재배포, 파생 모델 작성 모두 가능 라이선스: 보통 Apache-2.0 또는 MIT (둘 다 OSI 승인) 특징 “Base” 체크포인트는 완전한 오픈소스 단, “Instruct”나 “Storywriter” 버전은 상업적 이용/2차 저작 제한이 있는 별도 라이선스(MPL)를 적용하므로 주의 라이선스: CC-BY-SA-3.0 (또는 CC-BY-SA-4.0) 계열 + 모델 가중치에 대한 Databricks 에서 자체 공지 CC…  ( 4 min )

Converting wchar_t to UTF-8 may seem straightforward, but handling surrogate characters can complicate the process. In this article, we will delve into how wctomb works and explore alternative methods for converting surrogate characters to their UTF-8 equivalents. Understanding wctomb The wctomb function in C is designed to convert a wide character (of type wchar_t) to a multibyte character (typically in UTF-8 encoding). However, it has its limitations when it comes to surrogate pairs, which are a special way of encoding characters that are outside the Basic Multilingual Plane (BMP) in Unicode. These characters range from U+D800 to U+DFFF. When trying to convert these values using wctomb, you might encounter unexpected results. The Issue with Surrogate Characters Surrogate characters are…  ( 5 min )

Abstract: This post explores the evolution of OpenSea and the impact of open source licensing on digital marketplaces. We discuss the background of NFTs and blockchain technology, detail core concepts and features of open source licensing, and analyze practical applications and ethical considerations in marketplaces. We also provide use cases, challenges, and a future outlook focused on innovation, sustainability, and cross-platform collaboration. Intertwined with technical depth and accessible language, this post helps readers and developers understand how NFT platforms and open source technologies coexist and shape a decentralized digital economy. In recent years, digital marketplaces have undergone a revolutionary transformation thanks to blockchain technology and non-fungible tokens (…  ( 9 min )

In relational databases like MySQL, indexes are the foundation of efficient data retrieval. Among various indexing strategies, composite indexes — those spanning multiple columns — offer significant performance advantages when dealing with complex queries. This article takes a deep dive into the structure of composite indexes in MySQL, their search behavior, and the rationale behind the leftmost prefix rule. Composite Index Storage Structure As we’ve discussed earlier, let’s now refer to a previously mentioned Q&A example to explore today’s topic: the storage structure of composite indexes. In a user-submitted question about composite index storage structure, someone gave the following answer: Table T1: (a int primary key, b int, c int, d int, e varchar(20)) create index idx_t1_bcd on t1…  ( 6 min )

In the smoldering forges of Old Valyria, where currents roar like dragons and energy flows like wildfire, there sits a silent sovereign—the TWCT-T-D55. Forged in the fires of precision and crowned with 1% accuracy, this current transformer rules the Seven Realms of energy monitoring with the ruthlessness of Tywin Lannister and the cunning of Littlefinger. Let us bend the knee to the unyielding guardian of amps and volts. Chapter 1: The Forge of Dragonstone TWCT-T-D55 is no mere ironborn gadget. Cast in the Foundries of Valyrian Steel, it wields powers lost to lesser sensors: Dragonflame Precision: Measures 200A with 1% accuracy—sharper than Oathkeeper’s edge. Why it shatters the old order: Legacy CTs: Clumsy as Hodor, bumbling through phase shifts and kWh errors. Chapter 2: The War of Five Circuits The Battle of Blackwater Bay (Smart Factories): TWCTs stalk energy vampires like Arya’s List, slashing waste with Needle-like precision. “Chaos isn’t a pit. It’s a $15k savings,” they whisper. The Siege of Highgarden (Solar Farms): Guards solar arrays against hail storms and incompetence, steadfast as Brienne’s oath. “No panel left behind.” The Red Wedding (EV Chargers): Halts faulty chargers mid-zap, sparing Teslas from becoming Dothraki funeral pyres. “The North remembers… proper grounding.” The Words of House TWCT Size: Slimmer than a Braavosi blade (55mm), deadlier than a Dornish spear. The Dragons of Innovation The Dark Threats Beyond the Wall Legacy CTs: Bloat like Robert’s waistline, guzzling space and sanity. The Prophecy of the Prince That Was Measured The TWCT-T-D55 shall unite the grid.” Epilogue: Winter is Here (And It’s Electrified) References The Song of Silicon & Sparks (Maester Luwin’s Tech Scrolls) Fire & Wire: A History of Valyrian-Grade Sensors (Dragonstone Archives) A Clash of Currents (King’s Landing Energy Reports)  ( 4 min )

Fundamentals of Concurrency Concurrency: Managing multiple tasks simultaneously to improve responsiveness. Threads and asyncio operate on a single processor, switching tasks. Multiprocessing achieves true parallelism by using multiple CPU cores. Parallelism: Running tasks literally at the same time on different processors. Types of Tasks: I/O-Bound: Limited by input/output operations (e.g., network, file system). CPU-Bound: Limited by the processor's computational power. Concurrency Models Threading: Use for I/O-bound tasks. Managed by the OS (preemptive multitasking). Python module: threading, concurrent.futures.ThreadPoolExecutor. Asyncio: Best for I/O-bound tasks. Uses cooperative multitasking (tasks decide when to yield control). Requires…  ( 11 min )

def get_user_followers_count(user_id): """ 获取目标用户的粉丝量（不需要oatuth2.0 回调地址验证） user_id: 'int' '39335320' return: int """ url = f"https://api.twitter.com/2/users/{user_id}?user.fields=public_metrics" headers = {"Authorization": f"Bearer {BEARER_TOKEN}"} response = requests.get(url, headers=headers) response.raise_for_status() return response.json()["data"]["public_metrics"]["followers_count"]  ( 2 min )

In a world of growing email threats, a brand impersonation is one of the most damaging and widespread forms of phishing. As we know that organizations need more than just secure email delivery — they need visible proof of authenticity. That is why BIMI (Brand Indicators for Message Identification) comes into play. Actually BIMI allows brands to display their logo directly in recipients’ inboxes, that offering visual trust and higher engagement. However, for BIMI to function, it must depend on strong email authentication protocols already in place. BIMI is a standard that lets organizations to publish their brand logo in a specific format (SVG) through DNS. When supported by the mailbox provider, actually the logo appears next to the authenticated emails in the recipient’s inbox. This not …  ( 5 min )

Overview In today's digital landscape, creating compelling and polished content is essential for capturing and retaining audience attention. The publication should not be overly dense or difficult to read. 2500 words. On the other hand, the size should not be too small, where it can be consumed in just one minute. 800 words as the smallest size for a publication. An important point to note is the absence of any formatting symbols in the publication, such as or   . There is a recommendation for citations to be formatted as in-line links, with any recommended reading listed separately. If you use tables in your publications, please make sure that columns with less content are placed towards the end of the table, and vice versa. Additionally, I suggest placing more important columns at th…  ( 5 min )

Hi 👋, let's explore some MCP stuff with the amazon q developer cli. We shall try onboarding a new nextjs app with boilerplate code on GitHub in this exercise. We then just clone the code to our machine and run it locally. Let's get started 🚀 Install the q cli. brew install amazon-q Once installed open Amazon Q from the launchpad and follow the instructions there to integrate Q with shell, and then login with a builder ID. Let's create a directory where we can keep our mcp code. mkdir app-onboarding-with-q cd app-onboarding-with-q We can now add the github mcp config. Create a personal access token on github developer settings with access to All repositories and read and write permissions for Administration and Content. Add the mcp configuration in the directory on the file .amazonq/m…  ( 5 min )

A post by Jerome-Chauncey  ( 2 min )

When working with web custom elements in TypeScript, many developers find themselves needing to implement lifecycle callbacks such as connectedCallback(), adoptedCallback(), and attributeChangedCallback(). These methods are essential for managing your custom element’s lifecycle, but the implementation can often be confusing, especially regarding TypeScript type definitions. Understanding Custom Element Lifecycle Callbacks Custom elements are part of the Web Components standard, allowing developers to create reusable components encapsulated in their own HTML tags. Each custom element undergoes various lifecycle events as it is created, added to the DOM, updated, or removed. These lifecycle methods play a critical role: connectedCallback(): Invoked when the custom element is first connected …  ( 4 min )

Let’s face it — no developer dreams of manually tracking invoices or following up on late payments. But whether you’re freelancing, running a SaaS or building a startup, there comes a time when invoicing and cash flow become mission-critical. This is where AI agents come in — not just bots that send out templates, but intelligent systems that can understand context, adapt to situations and automate your financial operations like a pro. In this post, we’ll explain how AI-powered automation is transforming invoicing and payments — and how you can get started without becoming a finance expert. You’ve probably done this before: You manually create an invoice Email it to a client or user Hope they pay on time If they don’t? You chase, remind, and sometimes forget This might work for a …  ( 4 min )

If you're a developer looking to automate WhatsApp messages, manage customer communication, or build a chatbot using JavaScript, Venom Bot is your new best friend. In this blog, we’ll explore what Venom Bot is, how it works, how to set it up, and demonstrate real-world use cases—like sending messages, receiving chats, and even creating a simple command-response bot. What is Venom Bot? Venom Bot is a powerful and easy-to-use Node.js library that uses the WhatsApp Web protocol to automate and interact with WhatsApp. It's based on puppeteer, which launches a headless browser to emulate a user interacting with WhatsApp Web. It allows you to: Send and receive messages Read QR codes for authentication Automate responses (chatbot) Create group messages Send media (images, videos, documents) Use…  ( 4 min )

Hello, everyone, plz help me. "Please confirm the correct parameters and try again". My contract's constructor has 3 parameters, but "Constructor parameters" form is disabled in tronscan so I can't manually do. I don't wanna redeploy it because the fee is too high in TRON. I don't know how to solve it out.  ( 3 min )

Hey there, code adventurer! 👋 Remember that time you stumbled upon a GitHub repo that made you want to high-five your screen? Well, buckle up, because we're about to embark on a treasure hunt through the vast seas of GitHub, uncovering 10 mind-blowing repositories that somehow slipped under your radar this year. Trust me, I've been there – drowning in a sea of code, desperately seeking that one magical tool or library that'll make my developer life a tad easier (or at least more interesting). So, grab your favorite caffeinated beverage, and let's dive into these hidden gems together! Ever felt like your web designs were a bit too... perfect? Enter Rough.js, the library that adds a hand-drawn, sketchy feel to your graphics. It's like giving your website a charming bedhead look – effortle…  ( 6 min )

In today's world of highly distributed applications, performance, reliability, and low latency are critical for providing a seamless user experience. For businesses operating globally, ensuring that their applications are fast and responsive no matter where their users are located is a major challenge. This is where AWS Global Accelerator comes into play. In this article, we'll explore how AWS Global Accelerator works, specifically how it routes traffic through AWS's private global network and how it helps you deliver faster and more reliable experiences for your users, even when they are located far from your application's origin. AWS Global Accelerator is a service that improves the availability and performance of your global applications by routing traffic through AWS's vast network of …  ( 6 min )

Abstract In this post, we dive deep into the technological innovations of Arbitrum—a Layer 2 Ethereum scaling solution that is revolutionizing the blockchain space. We explore its background, core features, applications in areas such as NFT marketplaces and DeFi, challenges it faces, and what the future may hold. By examining technical details, interoperable benefits, and current debates around security and scalability, readers will acquire a well-rounded understanding of Arbitrum’s role in the crypto ecosystem. For more information, refer to the original article Riding the New Wave: How Arbitrum is Revolutionizing the Crypto Space. The blockchain landscape is continuously evolving, and solutions that address scalability have become crucial for sustainable growth. Arbitrum is one such in…  ( 8 min )

Over the years, I’ve interviewed around 100 software developers at Google and roughly the same number across my own companies. One thing has become very clear: Resumes don’t work. They’re too noisy. You get flooded with titles, buzzwords, and irrelevant project summaries. So I distilled everything down to one single task. One prompt I can give to anyone — junior or architect — and instantly get a signal. The task? Write a library that calculates the sum of a vector of values. That’s it. No extra requirements. The beauty is that it looks trivial — but the depth reveals itself as the candidate explores edge cases, generalization, scalability, performance, and design. Most junior candidates start like this: int Sum(int* data, size_t num_elements) { int result = 0; for (size_t i = 0; i…  ( 5 min )

Nix is now central to how I structure my workstation setups and manage development and production environments across my projects. Over time, I found myself repeating certain setups. This post is a short note on how I started working with Nix Flake templates to avoid or reduce this repetition. I am actively using Nix from my workstation setup to development environments, from Docker image builds to CI/CD pipelines, and even on production servers. One of the themes that comes up often is provisioning a codebase, a development environment and packaging configuration for a new project. What I usually do is check one of my previous projects and copy the relevant parts of the flake.nix file or default.nix and shell.nix files to the new project. It does not require too much effort. At the end, N…  ( 6 min )

With both nations investing billions into AI research, startups, and infrastructure, the world watches closely to see who will lead. The India vs China AI Race 2025 is shaping the global tech narrative and redefining Asia’s innovation ecosystem. China has long held the reputation as Asia’s AI powerhouse. With early investments in AI back in the 2010s, the country built a robust ecosystem backed by tech giants like Baidu, Tencent, and Alibaba. By 2025, China is leveraging its massive datasets, surveillance technology, and state-driven AI strategy to maintain a lead in areas such as: • Facial recognition and biometric surveillance The Chinese government’s National AI Plan, aimed to make China the world leader in AI by 2030, has shown significant milestones already achieved in 2025. While Chi…  ( 5 min )

Olá a todos! Hoje gostaria de abordar um tema que interessa a muitos: a conexão de um modelo de linguagem grande como DeepSeek ou ChatGPT com sua própria base de conhecimento. Neste artigo, vou explicar detalhadamente os princípios dos bancos de dados vetoriais e por que eles podem ser usados como parte da conexão da sua base de conhecimento com redes neurais “grandes” já prontas. Como exemplo, vamos considerar a busca na documentação da Amverum Cloud. Amverum Cloud é uma alternativa ao Heroku mais barata e fácil de implantar, com domínios gratuitos, armazenamento persistente incluído e a possibilidade de atualizar projetos via git push amverum master. Atualmente estamos desenvolvendo ativamente um agente de IA que ajudará os usuários a implantar projetos na nuvem, eliminar erros no código…  ( 27 min )

¡Hola a todos! Hoy me gustaría abordar un tema de interés para muchos: la conexión de un modelo de lenguaje extenso como DeepSeek o ChatGPT con su base de conocimiento. En este artículo, les explicaré detalladamente los principios de las bases de datos vectoriales y por qué pueden utilizarse para conectar su base de conocimiento con redes neuronales extensas ya preparadas. Como ejemplo, consideremos consultar la documentación de Amverum Cloud. Amverum Cloud es una alternativa a Heroku más económica y fácil de implementar, con dominios gratuitos, almacenamiento persistente incluido y la posibilidad de actualizar proyectos mediante Git Push Amverum Master. Actualmente estamos desarrollando activamente un agente de IA que ayudará a los usuarios a implementar proyectos en la nube, eliminando e…  ( 27 min )

Introduction If you're encountering the 'file format not recognized' error while building the GDAL project using Vagrant, you're not alone. Many developers face issues when compiling C/C++ projects, especially when working within virtual environments like Vagrant. This article will explore why this issue may occur and provide a step-by-step guide to troubleshoot and solve the problem effectively. Understanding the Issue The error message 'file format not recognized' during the linking stage of the GDAL build process typically indicates that the linker (ld) is having trouble with a specific shared object file, particularly in the context of the build environment used. This often arises from discrepancies between the build tools or library versions installed in your Vagrant box and those exp…  ( 5 min )

Backend development is the backbone of modern web applications. It manages server-side logic, data handling, authentication, and API communication. In this post, we’ll explore backend dev using a JavaScript-first approach — with Node.js, Express.js, and MongoDB as core tools. Backend dev involves: Managing servers Handling databases Writing business logic Serving REST APIs JavaScript (Node.js) – Great for full-stack JS Python – Django, Flask Java – Spring Boot PHP/Ruby – Mature, flexible choices SQL: PostgreSQL, MySQL NoSQL: MongoDB, Cassandra Use REST APIs to perform CRUD operations over HTTP (GET, POST, PUT, DELETE). Tools like Express.js make building APIs fast and flexible. Express.js (Node) Django (Python) Spring (Java) ORMs help abstract SQL: Prisma (Node.js) Hibernate (Java) Django ORM (Python) Middleware: Auth, logging, request validation Authentication: JWT, sessions, OAuth File Uploads: Multer for handling media Third-party APIs: Stripe, SendGrid, Google Login Using JavaScript for both frontend and backend keeps your codebase consistent and efficient. With Node.js + Express.js + MongoDB, you get speed, scalability, and simplicity. Backend development is essential to building robust, secure, and performant applications. Whether you’re building APIs, managing databases, or integrating third-party services — the backend is where the real logic lives. Want to level up? Start building real-world projects and practicing these concepts today. 📢 If you enjoyed this post, feel free to ❤️ or save it. 💬 Drop a comment: What's your current backend stack?  ( 3 min )

In today’s fast-moving tech world, creating software that’s robust, flexible, and scalable is crucial. Apps are becoming more complex, and users expect them to work flawlessly. To meet these demands, developers can take cues from traditional industries by breaking systems into smaller components, adhering to standard practices, and maintaining clear roles. This article explores how these industry-inspired strategies can help build software that's easier to manage, update, and scale—without sounding like a textbook. 🚀 Why Think Like a Factory Builder? 🏭 By adopting industrial principles, we can create software that's clear, repeatable, and durable. This doesn't stifle creativity; instead, it provides developers with a solid framework to focus on what makes their app exceptional. 🎨🛠️ The…  ( 5 min )

Did you know that 15% of the global population lives with a disability? That’s over a billion users who might not be able to use your website if it’s not accessible. What if your beautifully designed interface is pushing users away just because it's not readable by screen readers or hard to navigate by keyboard? The good news: Bootstrap, one of the most popular front-end frameworks, already has built-in accessibility features—you just need to know how to use them correctly. Let’s dive into how you can craft a user interface that works for everyone—and doesn’t require you to rebuild your UI from scratch. Legal compliance: Avoid lawsuits (like the famous Domino's Pizza case). SEO boost: Search engines love accessible websites. Wider reach: More inclusive = more users. Better UX for al…  ( 5 min )

Migrate Jenkins from Linux VM to macOS (Plain Installation) Step 1: Jenkins Backup Find your current JENKINS_HOME Backup Jenkins home sudo tar -czvf jenkins_backup.tar.gz /var/lib/jenkins Step 2: Transfer the Backup to Your macOS Machine Now this really depends on how you want to copy this data. Either SCP, USB, etc. I used traditional USB stick to copy this data to my Mac device. Step 3: Install Jenkins on macOS brew install jenkins-lts brew services start jenkins-lts By default, Jenkins will use /Users//.jenkins as the JENKINS_HOME. I faced an issue where Jenkins dint really start as it was not able to discover JAVA_HOME env upon running above command. Best way to get rid of this was to run this without services command jenkins-lts That the entire 2 words command to start Je…  ( 5 min )

Objective-C has long been a mainstay in the development of applications for iOS and macOS. Despite the rise of Swift, Objective-C remains a relevant and powerful language, particularly for maintaining legacy code and integrating with newer Swift code bases. As we move into 2025, understanding core patterns like delegation continues to be vital for developers working with Objective-C. Delegation is a design pattern used in Objective-C to pass messages between objects and to provide a mechanism for customization of behavior. It allows one object to delegate tasks to another, enabling a clear separation of responsibilities and enhancing the modularity of applications. Typically, a delegate object implements methods from a protocol to respond to certain events or actions occurring in the deleg…  ( 4 min )

Hello learner’s, in this article, we will discuss about the Rust language fundamentals. We’ll explore why we need Rust, What it is? And Core philosophy behind the language. Rust programming language was started in 2006 as personal project, in 2009 Mozilla sponsored project, in 2015 Rust 1.0 was released. Rust is general-purpose, multi-paradigm system programming Language. It’s designed for performance critical tasks, often handled by languages such as C and C++, used in operating systems, embedded systems, game engines etc. It also offers flexibility for command-line tools, web development and more. Essentially, rust achieves this low-level control and performance without requiring a garbage collector. Rust is built on key pillars: Safety: Rust guarantees memory safety at compile time, eli…  ( 3 min )

In one of our production data platforms, we used Lambda functions to trigger AWS Glue jobs every time a file landed in an S3 folder. That setup worked fine when there were only two or three data sources. But as the system expanded to support more than 10 folders, it required deploying and maintaining an equal number of nearly identical Lambda functions, each wired to specific prefixes and jobs. The architecture became increasingly brittle and harder to manage. This post outlines how that structure was replaced using EventBridge, with prefix-based filtering and direct Glue job targets. No Lambda. No maintenance overhead. Using S3 events to trigger Lambda comes with several limitations: A single Lambda function can’t be mapped to multiple S3 prefixes Each one requires separate deploymen…  ( 5 min )

To Understand Encapsulation please do check out last post Encapsulation is like a medicine capsule: the outer shell hides the complex ingredient inside, delivering only the intended effect to your body. You don't need to know the chemical makeup to benefit from it. Encapsulation is achieved through the use of access modifiers. Python primarily uses two types of access modifier. Private: Accessible from anywhere. Public: Accessible only within the class. Similarly, in programming, encapsulation wraps data and methods in a class, exposing a simple, controlled interface while keeping the internal details private and secure. Let say I want to make "model" attribute private so that nobody can manipulate the model name. So make it private just add '__model' So, question arise if we can't access attribute but we can access function which include the private attribute. Think of like if we have attribute which you don't want get manipulated then make it private.  ( 3 min )

Introduction If you're developing a MAUI application and are facing issues with the CarouselView control not displaying images from an ObservableCollection, you are not alone. This article will address why images may not show up in your CarouselView, even when the same image sources work perfectly with a standard Image control. Understanding CarouselView in MAUI The CarouselView in .NET MAUI is designed to display a collection of items in a swipeable format. Each item can be customized using a DataTemplate, which lets you define how each item appears. Typically, developers use ObservableCollection to bind dynamic data to CarouselView because it notifies the view of changes. However, while you may see indicators appear correctly, images may not load as expected. Common Issues with CarouselV…  ( 4 min )

Objective-C, a primary programming language used for macOS and iOS development, has always been appreciated for its unique blend of C's efficiency and Smalltalk's dynamism. A critical feature that sets it apart from other languages is its support for **dynamic typing**. This allows for a flexible development process that enhances code modularity and adaptability. But what truly is the purpose of dynamic typing in Objective-C? ## What is Dynamic Typing? Dynamic typing refers to the ability of a programming language to determine the type of an object at runtime, rather than during compile-time. This contrasts with static typing, where the type of an object is known and enforced during compilation. In Objective-C, this means you do not have to specify the class type of an object, providing …  ( 4 min )

If you're still not using Tailwind CSS JIT (Just-in-Time) mode in your development workflow, you're seriously missing out on one of the biggest productivity boosts Tailwind has ever introduced. The JIT compiler doesn't just make your builds faster—it fundamentally changes the way you write utility-first CSS. Once you try it, there’s no going back. Let’s break down why it's a game-changer for modern frontend developers, and how to make the most of it. JIT mode was introduced as a way to: Compile only the CSS classes you actually use Instantly reflect changes as you code Drastically reduce build times and output file size Enable dynamic class generation Instead of scanning your entire project ahead of time, it compiles your CSS on-demand as you save files. That means faster feedbac…  ( 4 min )

Selecting messages with a specified sum of verbosity can be challenging in SQL, especially when the goal is to find all messages where the sum of a specific column stays below a certain threshold. In this case, we want to find messages from a table with a specified verbosity value such that the summed values of verbosity for a given set of rows remain under a specified limit, N. Understanding the Problem In our example, we have a simple table named messages, which contains two columns: id and verbosity. Given the entries: | id | verbosity | |----|-----------| | 1 | 20 | | 2 | 20 | | 3 | 20 | | 4 | 30 | | 5 | 100 | When we wish to choose rows whose sum of verbosity is less than a certain value, say N = 70, we expect to select the rows with ids 1, 2, an…  ( 4 min )

Installing gems in Ruby often encounters hurdles, especially when transitioning environments, such as from Mac to Ubuntu. If you've tried installing the capybara-webkit gem on your Ubuntu machine and faced errors, you're not alone. The Gem::Installer::ExtensionBuildError indicates that the system is unable to compile the native extensions needed for the gem. In this guide, we will explore common causes of this error and provide a detailed, step-by-step solution to get capybara-webkit installed on your Ubuntu setup. Why Does the Installation Fail? The error you've encountered usually stems from several key issues: 1. Missing Dependencies The capybara-webkit gem depends on specific libraries and dependencies that must be present on your Ubuntu system. If these libraries are missing, the inst…  ( 4 min )

In this article, we are going to review components structure in /apps route in ACI.dev platform. We will look at: Locating the /apps route apps folder Components structure in apps/page.tsx This /apps route loads a page that looks like below: ACI.dev is the open source platform that connects your AI agents to 600+ tool integrations with multi-tenant auth, granular permissions, and access through direct function calling or a unified MCP server. ACI.dev is open source, you can find their code at aipotheosis-labs/aci. This codebase has the below project structure: apps backend frontend frontend ACI.dev is built using Next.js, I usually confirm this by looking for next.config.ts at the root of the frontend folder. And there is a src folder and app folder inside this sr…  ( 4 min )

Originally posted on https://blog.tavrn.top No, it’s not an acronym. It doesn’t stand for anything. But it does stand for something special. At Tavrn, we’re all about bringing people together in meaningful ways — and AHA! is one of our biggest steps in that direction. It’s our version of server discovery, but it’s so much more than a list of “popular” rooms. AHA! highlights the most active, engaging, and community-driven spaces on Tavrn. And the best part? It’s open to you. AHA! is a curated spotlight for standout servers on Tavrn. These are the communities you want to join — the ones where the chat’s always alive, the vibes are great, and something cool is always going on. Servers accepted into the AHA! Program are featured more prominently across Tavrn, from search results to homepage sh…  ( 4 min )

Recently, there's been a highly similar, truly open-source project Suna resembling Manus . The developer claims to have completed the development in a small villa in just 3 weeks, and enthusiastically shared a short video using a banana microphone. The Suna open-source address is: https://github.com/kortix-ai/suna Blog Introduction: Suna AI: the Open Source General AI Agent It topped the Github Trending chart on April 25, 2025, making it a must-try. This project relies on many online services. It took me more than 3 hours to get it running. The result after running is shown in the figure. After deploying locally, the project defaults to calling the claude-3-7-sonnet-20250219 model, and a task consumes $0.89 worth of tokens. Currently, recharging $5 to Claude requires an additional $0.…  ( 5 min )

Introduction In Rust programming, a common error developers encounter is the 'borrowed data escapes outside of method' error. This typically happens when a reference does not match the expected lifetime, causing issues during compilation. In this article, we'll explore the reasons behind this error and how you can fix it to successfully print data from your NodesHeap structure while implementing the Debug trait. Understanding the Borrowed Data Error When you implemented the fmt::Debug for your NodesHeap, you're trying to generate a debug representation of your data structure using an iterator. The specific error you received states that the borrowed data escapes outside of the method. This issue arises because in your implementation of the get_all function, the return type NodesHeapIterato…  ( 5 min )

Flutter makes building beautiful UIs fast and fun — but what happens when your app starts growing? When screens need to react to shared data? That’s when state management becomes essential. In this blog, we'll demystify state management in Flutter and help you decide between Bloc, Riverpod, and Provider — three of the most popular approaches in the Flutter ecosystem. State refers to the data your UI depends on. For example: A counter’s value Whether the user is logged in The list of items in a shopping cart State management is how we keep the UI in sync with the data — especially when multiple widgets care about the same data or when data changes over time. There are two broad types: Local state (e.g., setState inside a single widget) Global/shared state (e.g., auth status, theme, user pre…  ( 5 min )

Introduction If you're using Java Development Kit (JDK) 17 and noticing that your call to fieldClass.getDeclaredFields() returns an empty array, you're not alone. Many developers have encountered this issue when attempting to retrieve field information from classes in the Java Reflection API. The Java Reflection API is essential for inspecting classes at runtime, allowing developers to gather information about fields, methods, and constructors programmatically. However, certain security restrictions in JDK 17 can lead to unexpected behavior, including the inability to reflectively access declared fields in classes like Field.class from the java.lang.reflect package. Understanding the Root Cause In JDK 17, Java introduced a more robust module system that enforces strong encapsulation by def…  ( 5 min )

Hey Devs & Design-Fans! 👋 UI? UX? Schon mal gehört, aber immer noch ein bisschen unsicher, was genau was ist und wo der Unterschied liegt? Damit bist du nicht allein! Die Begriffe schwirren überall herum, werden aber oft durcheinandergeworfen. Keine Sorge! In diesem Post zerlegen wir die beiden Konzepte, schauen uns an, was sie bedeuten, wie sie zusammenspielen und warum du für ein erfolgreiches digitales Produkt – egal ob Website oder App – unbedingt beides auf dem Schirm haben musst. Lass uns Klarheit schaffen! 😊 Fangen wir mit UX an. User Experience (Nutzererfahrung oder Nutzererlebnis) beschreibt das Gesamterlebnis und die Emotionen, die eine Person bei der Interaktion mit einem Produkt (z.B. einer App, Website, Software) hat. Es geht darum, wie sich die Nutzung anfühlt: Ist es ein…  ( 6 min )

This article is created by Logto, an open-source solution that helps developers implement secure auth in minutes instead of months. Imagine this: You find a free online tool that promises to generate the perfect resume. You’re excited — until you hit the final screen: “Enter your email address to download your resume.” You pause. You don’t want your inbox cluttered with endless promotional emails. You just need that one quick download. This is exactly where disposable email addresses come into play — a clever invention built for moments like this. A disposable email address is a temporary, throwaway email you can use instead of your real one. Think of it like a rental umbrella — perfect for a sudden rainstorm, but not something you’d rely on forever. Services like 10 Minute Mail, Temp Mai…  ( 6 min )

This article is created by Logto, an open-source solution that helps developers implement secure auth in minutes instead of months. After serving business customers and developers for over three years, we at Logto have gained a deep understanding of the challenges and needs that companies face in the identity and access management (IAM) space. Based on our practical experience, daily conversations with users, and tracking industry trends, we have a clearer view of what makes a good IAM solution. In this article, I would like to share some of our thoughts and lessons learned. IAM is the gateway to any application. It is often the first thing users see. A difficult or confusing system not only increases the workload for developers but also directly hurts the experience of end users. We beli…  ( 8 min )

Fine-tuning in Artificial Intelligence (AI) refers to the process of taking a pre-trained model and adapting it to a specific task or dataset. Pre-trained models, especially large ones like GPT (from OpenAI) or BERT (from Google), are initially trained on massive datasets using general-purpose data. These models learn a broad understanding of language, patterns, or image features. However, for specialized tasks—like medical diagnosis, legal document analysis, or customer sentiment detection—fine-tuning helps the model learn domain-specific nuances. The process involves continuing the training of the model with a smaller, task-specific dataset while adjusting the model’s weights slightly. This method allows the model to retain its general knowledge while becoming more effective in the target domain. Fine-tuning is far more efficient than training a model from scratch, saving both computational resources and time. There are different levels of fine-tuning. Some approaches adjust only the final layers of the neural network (known as feature extraction), while others allow all layers to be updated (full fine-tuning). Techniques like parameter-efficient fine-tuning (PEFT), such as LoRA (Low-Rank Adaptation), are gaining popularity, especially for large language models, because they minimize the number of parameters updated. Fine-tuning is used in a variety of real-world applications, including chatbots, image generation, fraud detection, and more. It’s especially powerful in scenarios where labeled data is limited but high-quality outputs are essential. With the growth of open-source and pre-trained foundation models, fine-tuning has become a key skill for AI practitioners. To master techniques like fine-tuning, transfer learning, and prompt engineering, enrolling in a Generative AI certification course is highly recommended.  ( 3 min )

Abstract We introduce a novel numerical method, ExpRoot+Log, for function approximation based on a hybrid linear basis consisting of exponential-square-root, polynomial, and logarithmic components. This method achieves high accuracy across smooth, discontinuous, and rapidly decaying functions while remaining simple, interpretable, and computationally efficient. We show that ExpRoot+Log outperforms classical approaches such as polynomials, splines, Fourier series, and even neural networks in key scenarios, offering a new universal baseline for practical approximation. Introduction Function approximation is fundamental to numerical analysis, physics, machine learning, and signal processing. Classical bases—polynomials, splines, and trigonometric functions—have known limitations, especially near discontinuities or exponential decays. While neural networks provide expressive power, they are complex, opaque, and computationally expensive. We propose a new hybrid basis: This composition handles: All coefficients are learned linearly (e.g., via least-squares), ensuring ultra-fast performance and excellent stability. Numerical Evaluation We tested ExpRoot+Log against standard methods (polynomials, splines, Fourier) across six function types: Sine Exponential decay Step function Gaussian spike Absolute value Composite (piecewise mix) ExpRoot+Log consistently achieved 1–4 orders of magnitude lower error than polynomials or Fourier bases. Comparison with Classical Methods Code and Examples Open-source implementation and benchmarks: https://github.com/andysay1/exp_root_log https://crates.io/crates/exp_root_log  ( 3 min )

Introduction If you've encountered the error message while building your Flutter APK, such as ERROR: R8: java.lang.IllegalArgumentException: Provided Metadata instance has version 2.1.0, while maximum supported version is 2.0.0, you're not alone. Many Flutter developers face similar issues, particularly related to the R8 code shrinker. This article will guide you through understanding why this error occurs and how to fix it effectively. Why Does This Error Occur? The error appears when the Kotlin metadata version specified in your dependencies isn't compatible with the version used by the R8 shrinker in your build process. In your case, it indicates that the kotlinx-metadata-jvm library version you're using likely exceeds the maximum version supported by R8—2.0.0. If you've installed an up…  ( 4 min )

Problem description & analysis: The database table tbl has a string field DESCRIPTION. Task: Now we need to retrieve the word ‘EN’ and the subsequent string of numbers from the DESCRIPTION field. The string of numbers may consist entirely of digits, such as ‘10204’, or it may contain special characters, such as ‘10277/10’. Caution: Do not retrieve punctuation marks; If the string does not contain ‘EN’, return null. SQL： DECLARE @separator CHAR(1) = SPACE(1); SELECT * , REPLACE(c.query(' for $x in /root/r[text()="EN"] let $pos := count(root/r[. << $x]) + 1 return if (xs:int(substring((/root/r[$pos + 1]/text())[1],1,5)) instance of xs:int) then data(/root/r[position()=($pos, $pos + 1)]) else data(/root/r[$pos]) ').valu…  ( 6 min )

Access Control Models: ACL, RBAC, ABAC In system design, access control is a critical mechanism to ensure data security and correct authorization of functionalities. Depending on the complexity of the system, the variety of user roles, and the flexibility needed in resource management, there are three common access control models: ACL (Access Control List), RBAC (Role-Based Access Control), and ABAC (Attribute-Based Access Control). Below is a brief comparison of these three models, outlining their design logic, characteristics, and application scenarios to help clarify the selection and implementation considerations. Direct authorization, fine-grained, but difficult to manage Design Logic: User → Resource + Operation If a user has read and update permissions for the development departme…  ( 4 min )

Last March 22, hundreds of makers, students, educators, and tech advocates gathered at STI College Cubao for Arduino Day Philippines 2025, joining the global celebration of 20 years of Arduino and open source innovation. With the theme “Celebrating 20 Years of Arduino and Open Source Innovation,” this year’s event became more than just a commemoration—it was a powerful reflection of how far the local tech community has come and where it’s headed next. The event opened with warm welcomes from Marvin James Erosa and Jeferson De Leon, immediately setting a collaborative tone for the day. And in true Filipino fashion, a surprise Zumba icebreaker added the perfect energy boost to kick things off. But from there, it was all systems go—talks, workshops, demos, and inspiring stories from all corne…  ( 5 min )

Somewhere between thinking and speaking, there’s a strange place where meaning starts to solidify. It’s not quite a word yet. More like a haze of associations. A mental sketch your brain tries to translate into something shareable. Sometimes it works. Most of the time it doesn’t, at least for me. I tend to mumble a lot. That private language in your head, the one you use to talk to yourself, isn’t English or Portuguese or Python. It’s not even a language, really. It’s raw and messy. A kind of silent shorthand sculpted by experience. Try catching it. Try explaining it. It slips through like fog in your fingers. Science is already poking around in there. Researchers are feeding brain signals into neural networks and getting fuzzy images back. They’re trying to reverse-engineer what we see, d…  ( 7 min )

There’s something comforting about knowing your company’s documents are safe, backed up, and only accessible to the right people. In this post, we’ll walk through setting up Azure storage for your internal files—complete with geo‑redundancy, private containers, easy partner sharing, automated cost‑savings, file shares with snapshots, and even locking it all down to your corporate network. Grab a coffee, fire up the Azure portal, and let’s make your files bulletproof! What we’re doing: Creating a storage account that survives whole‑region outages by replicating data to another region. In the Azure portal, click Storage accounts → + Create. Select the resource group you used before. Give your account a unique name like secureclient. Under Redundancy, pick Geo‑redundant storage (GRS)—that’…  ( 5 min )

Table of Contents Introduction to API Testing 1. Smoke Testing 2. Functional Testing 3. Integration Testing 4. Regression Testing 5. Load Testing 6. Stress Testing 7. Security Testing 8. UI Testing (API Driven) 9. Fuzz Testing Conclusion Types of API Testing: A Comprehensive Guide Application Programming Interfaces (APIs) are the backbone of modern software architecture, allowing systems to communicate and share data seamlessly. API testing is critical for ensuring that these interactions are reliable, secure, and perform as expected. Various testing methodologies help validate different aspects of APIs. This article explores the most common types of API testing. Smoke Testing Purpose Smoke testing is a quick, initial check to ensure that the basic functionality …  ( 5 min )

Introduction When developing an application that requires seamless data exchange between C# and PHP, maintaining character integrity is crucial. If you've encountered issues where characters like 'é' appear as 'é' after data transfer, you're likely facing a character encoding problem. This article will guide you through understanding character encoding and how to resolve these issues effectively. Understanding Character Encoding Issues Character encoding is essential for correctly displaying and processing text data. In your case, both the C# application and the PHP server are set to use UTF-8, but inconsistencies can arise during data transfers. This usually occurs when data is transformed in a way that misinterprets the byte sequences of special characters, leading to the corruption of …  ( 4 min )

We talk about writing better test cases, improving coverage, and spotting edge cases early. But rarely do we talk about how those same instincts apply to hiring. And within 2 hours? Most Job Posts Are Noise Vague requirements Tools thrown in without context Unrealistic experience levels (10 years of Cypress? Sure.) Zero clue what kind of thinking the role actually needs I didn't want that. So I stripped it down and wrote it like I write tests: clear, intentional, and designed to reveal behavior. I ended the post with a line that acted like a trapdoor: “Want in? Send your resume and a short note on how you found your worst bug to hi@proudcloud.io.” That was the test. If you missed it, you failed silently. The Best Testers Didn’t Just Apply. They Investigated. But a smaller group took the time, wrote thoughtful bug stories, and sent real applications to the email provided. And those were the ones I called in for interviews. Some of the best candidates I’ve ever spoken to came from that post. Sound familiar? This Isn’t Just About Hiring The way you write a bug report. The way you name a test. The way you respond when something feels off, even if the build says "green." QA is never just about tools. It's about how you think. The Full Breakdown What the full post looked like How the interviews went What our actual QA hiring process is like And why I believe job posts are a mirror of team quality… I wrote the full breakdown here: Why Our QA Job Post Blew Up — And What That Says About the Industry Closing Thought Because if your words can’t pass the simplest attention check, don’t expect the right people to pass through. Your QA Overlord https://qajourney.net If you missed the last line of the job post, you wouldn’t survive our bug tracker anyway.  ( 4 min )

Introduction If you're encountering issues with your MATLAB simulation where the return simulation data doesn't match your input look-up table data, you’re not alone. This is a common situation for many engineers and data analysts who rely on simulations for accurate modeling in their projects. Understanding why the simulation data diverges from the expected results is crucial for troubleshooting and achieving reliable outputs in MATLAB. Let's delve into the potential reasons for this discrepancy and explore step-by-step solutions to ensure that your simulations yield accurate results. Common Reasons for Discrepancies in MATLAB Simulations 1. Interpolation Errors When using look-up tables, MATLAB typically performs interpolation to fill in gaps between data points. If your input data is sp…  ( 5 min )

A restFull API to get data of all the launches done by ISRO! it is now open source and would love you guys to explore the codebase and make your contributions to it! here's the link to postman documentation: https://www.postman.com/spaceflight-geologist/vyomtracker-api/documentation/axink7u/vyomtracker-api here's the repo link: https://github.com/kartikshukla17/vyomtracker-api Hi guys! 🚀 Making VyomTracker-API public! 🎉 It provides details on all ISRO launches via the API. 🌌 It's open-source! Anyone can contribute by checking the README and Postman docs for a brief understanding. Check it out here: https://t.co/vb5yjBfelB#OpenSource #API #ISRO — Kartik Shukla (@kartik_shukla17) April 30, 2025  ( 3 min )

※This is an English translation of the original Japanese article: https://dev.classmethod.jp/articles/snowflake-generation-2-standard-warehouses/ This is Sagara. Snowflake has released new warehouses with improved performance, called "Generation 2 standard warehouses". https://docs.snowflake.com/en/release-notes/2025/other/2025-05-05-gen2-standard-warehouses I tried comparing the speed of these new warehouses with traditional ones, and I'll summarize the results here. Below is a translation of a quote from the official documentation. "Generation 2 standard warehouses" are the next generation of Snowflake's current standard virtual warehouses, focused on improved performance. Generation 2 standard warehouses (Gen2) are an updated version (“next generation”) of Snowflake’s current standard v…  ( 6 min )

Introduction When working with integration tests in .NET 8, especially when utilizing secrets such as clientId and clientSecret, many developers face issues of empty secret values during pipeline execution. This common problem typically arises in environments like Azure DevOps where secrets must be correctly configured and utilized in the pipeline. Understanding the Problem In your scenario, it seems the Azure DevOps pipeline does not recognize the secrets added to the library asset group, leading to the variables clientId and clientSecret being empty. This can happen due to various reasons such as misconfiguration of variable groups, permissions, or pipeline setup. Let’s break down the potential issues and guide you through resolving them. Step-by-Step Guide to Fix Empty Secrets To rectif…  ( 4 min )

Originally posted at https://qckfx.com/blog/why-engineering-teams-should-build-their-own-ai-coding-agents Imagine walking into an engineering department three years from now. The highest-performing teams will be defined by the proprietary AI systems they've built, customized for their specific codebases, architectural patterns, and business domains. These teams will wield AI as a strategic differentiator, not merely consume it. This is where our industry is clearly headed. As AI increasingly becomes the primary author of code across industries, the strategic advantage will shift from who can write the best code to who can best direct, customize, and optimize AI systems to write that code. The best engineering teams won't achieve these results by simply adopting off-the-shelf AI coding tool…  ( 7 min )

I've worked in several agile teams as both a developer and lead developer. One particular project sticks in my mind — a team of ten people, dozens of microservices, and a lot of GitLab repositories to manage. During each sprint, we were juggling features across multiple repos. At the same time, we were responsible for reviewing each other’s code. Our typical flow was: Open a merge request (MR) on GitLab Move the related Jira ticket Share the MR link in a Teams channel Move on to the next story When the workload was light, it was manageable. But in busy sprints, reviews piled up quickly. Large MRs got ignored, or rushed through. And tracking what was waiting, what was blocked, or what still needed input? A mess. We experimented with several ideas: Using GitLab labels like needs-review or blocked Adding Jira tags Rotating reviewer ownership by repo each sprint They helped — but they didn’t solve the root problem: lack of visibility and timing. Code reviews were often asynchronous and scattered. We were switching contexts constantly, jumping between repos, and forgetting which contributions needed our attention. We didn’t need more tools — we needed a better way to surface and track reviews. Something that would: Give us a unified view of MRs Let us know what’s ready to merge, what’s waiting, and what’s blocked Respect our flow, instead of interrupting it That’s when I started working on a side project, aiming to solve this specific pain point. That side project became Bellugo — a contribution tracker designed to help teams stay on top of reviews across repositories without the chaos. It’s still a work in progress, but if this resonates with your team, I’d love for you to check out the landing page and maybe join the private beta waitlist.  ( 4 min )

If you're looking to streamline your HTML documents by replacing empty anchor () tags with text indicators based on their unique page IDs, you're in the right place. This is a common scenario in web development where removing or replacing tags can enhance readability and maintainability. In this article, we will use Bash commands with regular expressions to achieve this. Understanding the Problem In your HTML files, you may come across instances of empty tags that serve as placeholders. For example: some text Your goal is to replace these tags with: 123 some text 124 The new tags will display the page IDs (without the 'page_' prefi…  ( 4 min )

Building `Map::Tube::` maps, a HOWTO: weaving a web Paul Cochrane 🇪🇺 ・ May 2 #perl #git  ( 2 min )

So, you're self-hosting awesome apps like Jellyfin, Home Assistant, or your personal blog with Docker. You want that sweet, sweet HTTPS padlock for secure connections, and Let's Encrypt is the obvious choice for free SSL certs. Awesome! You set up your reverse proxy (maybe Traefik, because it's slick!), point it to your app, and tell it to get a certificate... only to hit a wall. Why? Meet the home networker's nemesis: ISPs blocking incoming port 80. The Standard Way (and the Wall) Let's Encrypt's default validation method, HTTP-01, is simple: their servers try to access a special file on your server over standard HTTP (port 80) to prove you control the domain. Let's Encrypt -> Your Public IP:80 -> Does challenge file exist? -> OK! Cert Issued! But if your ISP blocks incoming connections …  ( 5 min )

Learning Redux is a real pain in the @#$#$^&. Good thing the team I was on at the time I learned it highly valued taking the time to learn, because it took me a good 30 out of 40 hours of a work week to figure out what the eff was going on. Once I finally did learn it however, I realized that the majority of what slowed me down in the learning process was that I couldn’t find a great explanation of exactly what Redux was doing. All I could find were tutorials on how to use it, and not really very much info on how it worked. I’m going to try to solve that issue with this post. I’m also going to assume that you know how to use React, and that you know what Redux is and why you want to learn it. I’m also only covering the very basics of Redux and what you need to know to be able to hopefull…  ( 5 min )

The Testing Time Crisis When our team started building a new fintech application last year, we hit an unexpected bottleneck: testing time. With multiple user roles, complex verification flows, and strict security requirements, our QA cycles grew from days to weeks. This wasn't just frustrating—it was directly impacting our release velocity and team morale. After several painful sprints, we implemented five changes to our testing approach that dramatically reduced our testing time without compromising quality. I'm sharing these because they've been game-changers for us, and they might help your team too. One of our biggest time sinks was manually creating test users with different permission levels. We solved this with an automated provisioning system. // Example of our user provisioning …  ( 5 min )

Introduction As developers, we all face the hidden challenge that rarely gets discussed in coding tutorials: generating and managing test user data at scale. This becomes particularly problematic when building applications requiring email verification, multi-user testing, or complex authentication flows. After struggling with this issue on several projects, I've discovered some effective approaches worth sharing. If you've ever found yourself creating multiple Gmail accounts just to test a simple registration flow, you know the pain I'm talking about. Let me break down the key challenges: Verification Bottlenecks: Email verification is now standard for most applications, but creating and accessing multiple real email accounts is tedious Data Persistence: Temporary email services often ex…  ( 4 min )

How to Set Up Next.js 15 for Production in 2024 Jan Hesters ・ Nov 19 '24 #nextjs #webdev #react #tutorial  ( 2 min )

Daily JavaScript Challenge: Capitalize the First Letter of Each Word in a String Hey fellow developers! 👋 Welcome to today's JavaScript coding challenge. Let's keep those programming skills sharp! Difficulty: Easy Topic: String Manipulation Given a sentence, your task is to capitalize the first letter of each word. Words are separated by spaces, and no punctuation needs to be considered. Return the resulting string with each word capitalized. https://www.dpcdev.com/ Fork this challenge Write your solution Test it against the provided test cases Share your approach in the comments below! Check out the documentation about this topic here: https://developer.mozilla.org/en-US/docs/Web/JavaScript/Reference/Global_Objects/String/toUpperCase How did you approach this problem? Did you find any interesting edge cases? What was your biggest learning from this challenge? Let's learn together! Drop your thoughts and questions in the comments below. 👇 This is part of our Daily JavaScript Challenge series. Follow me for daily programming challenges and let's grow together! 🚀 javascript #programming #coding #dailycodingchallenge #webdev  ( 14 min )

🎯 Learning Goals What are the characteristics of Singly Linked Lists? What are its time complexities? ListNode? Has a value and a next pointer next is a reference to another ListNode Order in memory may not be contiguous (unlike arrays which are) Simple while loop with a current pointer can be used: cur = ListNode1 while cur: cur = cur.next ⌚ Time complexity is O(n) , where n is the number of nodes in the linked list Now if the Linked List is circular (i.e. last node points back to first) traversing like this would cause an infinite loop. It would be helpful if we’re keeping track of the head and the tail of the linked list using pointers Advantage over array is that inserting is always O(1) even if we insert in middle. Let’s say we wanna add at the end or tail : tail.next = NewListNode tail = NewListNode # or this line 'tail = tail.next', both are correct ⌚ Time complexity is O(1) Removing any node is constant time ASSUMING we have a pointer to the previous node. Let’s say we wanna remove the second node: head.next = head.next.next # Just set the next pointer of head to the one after the deleted node Can be assumed that garbage collection will take place for the deleted node ⌚ Time complexity is O(1) For both of these operations, the caveat is if we don’t have a reference to the node at the desired position (head or tail), the time will still be O(n) Operation Big-O Reading/ Access O(n) Traversal/ Search O(n) Insertion O(1)* Deletion O(1)* *Assumes you have a reference to the node at the position (if not it is O(n) ) 206. Reverse Linked List (Link) 21. Merge Two Sorted Lists (Link)  ( 4 min )

Sen. Richard Blumenthal wrote letters to Trump-affiliated business executives, asking about their ownership and investment structure.  ( 27 min )

Crypto markets are in a holding pattern as capital rotation from altcoins pushed bitcoin's market share to fresh 4-year high.  ( 25 min )

The CFTC appealed a federal judge’s ruling last year clearing Kalshi’s listing of a political prediction market, arguing that it presented a “profound” harm to the public.  ( 25 min )

Governor Kelly Ayotte signed a bill into law that allows the investment of a portion of the state's public funds in precious metals and crypto assets.  ( 27 min )

Blockchain-based dollar infrastructure holds enormous opportunities for the U.S. But only if it treats the technology wisely, says John deVadoss.  ( 27 min )

Democrats abandoned a joint hearing of two committees on crypto policy, inviting people to instead attend their own discussion of Trump's "crypto corruption."  ( 28 min )

Compass Point slashed Marathon’s price target to $9.50, warning of dilution and premium bitcoin exposure.  ( 25 min )

The hub has 70 participants including Accenture, KPMG and CaixaBank.  ( 24 min )

Formerly known as Janover, the company's SOL holdings are worth more than $57 million at current prices.  ( 23 min )

Ahead of the People’s Regulatory Roundtable at Consensus 2025, six leading crypto lawyers discuss whether core crypto principles, like decentralization and privacy, will be included in upcoming legislation and regulation.  ( 33 min )

Democratic Senator Chris Murphy pushed a bill to block presidential coins while Elizabeth Warren described how to get Dems to move forward on stablecoins.  ( 28 min )

The Canadian firm is betting on Solana by using debt financing to scale its validator footprint and crypto holdings.  ( 25 min )

If approved, the fund would be the first exchange-traded fund tied to BNB in the U.S.  ( 24 min )

The token has traded like an unweighted mix of bitcoin and ether since May 2021, the report said.  ( 24 min )

The product allows investors to add CRO exposure to their portfolios without handling crypto wallets or exchanges.  ( 23 min )

Sui (SUI) fell 7.7% and Aave (AAVE) declined 7.5%, leading the index lower.  ( 22 min )

Benchmark's Mark Palmer initiated coverage on the firm's roughed-up shares with a buy rating and $3 price target.  ( 24 min )

The funding will enable DogeOS to support a variety of consumer apps, enhancing the Dogecoin ecosystem and its decentralized finance services.  ( 25 min )

We have only seen some nuanced demand for protective BTC puts, reflecting limited caution among sophisticated traders, Deribit's CEO told CoinDesk.  ( 27 min )

Your day-ahead look for May 6, 2025  ( 37 min )

Citi will act as a custodian and issuer agent for tokenized assets on SDX’s digital Central Securities Depository (CSD) platform.  ( 27 min )

The newly formed Sentora aims to offer a compliant DeFi platform for sophisticated investors looking for yield, liquidity and risk management.  ( 26 min )

The collaboration will enhance mapping accuracy by combining Natix’s network with Grab’s mapmaking technology.  ( 24 min )

The two bills, which were both filed in February, sought to allow investment of public funds in BTC  ( 23 min )

Figment is targeting regional players on Cosmos and Solana networks at a time in which pro-crypto U.S. policy is fueling dealmaking  ( 24 min )

Bitcoin bulls may run into significant selling pressure at around $99,900, on-chain data show.  ( 24 min )

VIRTUAL, the cryptocurrency of the Base-native Virtuals Protocol, has surged 207% in 30 days, outperforming major cryptocurrencies like bitcoin  ( 25 min )

DeFi tokens such as Hyperliquid’s HYPE are up 70% in the past week, a sign of traders favoring fundamentals as capital allocators remain cautious with their money.  ( 27 min )

Bitcoin Core’s decision to lift its long-standing 80-byte OP_RETURN limit has reignited tensions within the network’s developer and node-running communities.  ( 25 min )

"RLUSD is proving their value in real-world applications like donations and large-scale transactions,” an XRP Ledger developer said.  ( 25 min )

The quarterly report in its current form will be sunset with newer versions delivering additional insights to reflect institutional usage of XRP.  ( 26 min )

Experts predict Litecoin to have the best chances of approval by the end of this year.  ( 24 min )

Digital asset manager Bitwise has filed to list a spot Near exchange-traded fund with the US Securities and Exchange Commission, adding to a growing list of altcoins currently vying to win regulatory approval. The Bitwise Near (NEAR) ETF will track the price movements of the NEAR token, minus expenses, through a traditional brokerage, Bitwise’s May 6 registration statement shows. Bitwise named Coinbase Custody as the proposed custodian of the Bitwise NEAR ETF. The management fee, ticker and stock exchange it seeks to list on weren’t named yet.  Source: Cointelegraph Bitwise must also file a 19b-4 filing with the SEC to kickstart the regulator's approval process for the fund. The crypto native asset manager indicated it would make such a filing when it registered a trust linked to the NEAR …

The US Commodity Futures Trading Commission (CFTC) is seeking permission from the court to drop an appeal against prediction market Kalshi. The move could allow the platform to offer political event contracts to users without contest. In a May 5 filing in the US Court of Appeals for the District of Columbia Circuit, lawyers for the CFTC filed an unopposed motion for voluntary dismissal, suggesting an agreement with Kalshi. The motion, subject to approval by the court, could end the CFTC’s appeal against a federal court ruling that the financial regulator could not bar Kalshi from listing political event contracts, i.e., bets on elections. Motion to dismiss appeal filed by the CFTC on May 5. Source: Courtlistener Kalshi stipulated in a joint filing that the company would “bear its own costs…

Tether, the issuer of the world’s largest stablecoin by market cap USDt (USDT), has announced a partnership with Chainalysis that will integrate the company’s compliance and monitoring tools onto Tether’s tokenization platform. The move comes amid expanding oversight across the crypto industry. Launched in November 2024, the Hadron by Tether platform is designed for institutions, corporations and governments, entities that may be interested in tokenizing real-world assets ranging from financial instruments and real estate to debt and commodities. The months following the launch have seen increased adoption of real-world asset (RWA) tokenization. According to RWA.xyz, the total RWA market amounts to $22.1 billion, up 10.5% in the past 30 days. There are a total of 100,115 holders of RWA to…

A group of crypto traders reportedly purchased millions of dollars worth of Melania Trump’s memecoins minutes before she announced the launch on social media. According to a May 6 Financial Times report, the crypto traders earned roughly $100 million from buying $2.6 million worth of MELANIA tokens before the public launch on Jan. 19. Shortly after Trump announced the memecoin launch on social media, the price surged from roughly $2.00 to $12.95 — a 550% increase. The traders reportedly sold their holdings within 12 hours. “In total, the 24 accounts bought up 16.7mn of the 200mn total $MELANIA tokens scheduled for sale during the launch period,” the Financial Times reported. “[...] the run of sales that started pre-launch continued. About $900,000 worth of tokens bought by an additional 22…

Key Takeaways: The Fed may pause rates but inject liquidity. Crypto could rally as a recession hedge. The weak US dollar and gold rally signal a shift to scarce assets. The US Federal Reserve Open Market Committee (FOMC) interest rate decision on May 7 will be a defining moment for risk-on assets, including cryptocurrencies. While the consensus points to no change in interest rates, Bitcoin (BTC) and altcoins could see gains if the US Treasury is compelled to inject liquidity to stave off an economic recession. A more accommodative monetary policy could stimulate activity, but the Federal Reserve (Fed) is also contending with a weakening US dollar. Some analysts argue that a US interest rate cut may fail to stimulate growth as recession risks persist, potentially creating an ideal envir…

21Shares has launched an exchange traded product (ETP) in Europe, providing investors with exposure to Crypto.com’s Cronos token, the asset manager said.  The ETP is listed on Euronext’s Paris and Amsterdam exchanges, 21Shares said in a May 6 announcement.  Cronos (CRO) is a layer-1 blockchain network affiliated with Crypto.com, a centralized exchange.  The chain is designed to integrate with the Ethereum and Cosmos ecosystems and support “decentralised finance (DeFi), NFTs, and Web3 applications,” 21Shares said.  The ETP aims to provide investors with a “straightforward way to integrate CRO into their portfolios through traditional banks and brokers, eliminating the need to directly handle digital wallets or exchanges,” 21Shares said.  The CRO token’s historical performance. Source: CoinM…

Key Takeaways: Data shows Bitcoin bulls opening margin long positions from $94,400. A $189 million increase in Bitcoin futures open interest and a 15% increase in trading volume show sustained buying interest. BTC momentum tends to slow before FOMC meetings and then turns volatile afterward. The same could happen following this week’s Federal Reserve statements. Bitcoin (BTC) bulls are holding strong around the $94,500 level as the market awaits the Federal Open Market Committee (FOMC) meeting on May 7. Bitcoin analyst Axel Adler Jr. noted BTC’s price strength and pointed out a bullish cluster of long positions forming around $94,400 in the futures market. A similar cluster was observed at the end of April, which pushed BTC prices to $97,500. Bitcoin futures position dominance data. So…

Key takeaways: Solana’s stablecoin supply rose by 156% in 2025, to hit a new record at $12 billion. Solana’s TVL grew by 25% to $7.65 billion, with 27.7% decentralized exchange volume share, leading Ethereum and BNB Chain. SOL price formed a bull flag, with a price target at $220. Solana’s native token, SOL (SOL) failed to maintain its bullish momentum after reaching $156 on April 25, but an assortment of data points suggests that the altcoin’s upside is not over. SOL stablecoin market cap hits $13 billion Solana’s stablecoin supply has skyrocketed by 156% in 2025, surging past $13 billion to hit a new all-time high. Stablecoins on Solana recently surged past $13B in issuance, setting a new ATH@calilyliu on why Solana is purpose-built for moving digital dollars at internet speed pic.t…

Kelly Ayotte, the Governor of New Hampshire, signed a bill into law allowing the state’s treasurer to invest in cryptocurrencies, including Bitcoin (BTC). In a May 6 notice, Ayotte announced on social media that New Hampshire would be permitted to “invest in cryptocurrency and precious metals” through a bill passed in the state Senate and House of Representatives. House Bill 302, introduced in New Hampshire in January, will allow the state’s treasury to use funds to invest in cryptocurrencies with a market capitalization of more than $500 billion, eliminating many tokens and memecoins. Signing New Hampshire’s crypto reserve bill into law on May 6. Source: Governor Kelly Ayotte With the signing of the bill into law, New Hampshire was the first of several US states considering passing legislation to establish a strategic Bitcoin reserve, including an initiative with the federal government. A similar bill in Arizona passed the state’s House in April but was vetoed by Governor Katie Hobbs on May 2. This is a developing story, and further information will be added as it becomes available.

Asset manager Standard Chartered predicts that Binance’s ecosystem token, BNB, could more than double in price this year, according to an analyst report reviewed by Cointelegraph.  The asset manager sees BNB’s price rising to approximately $1,275 per token by the end of 2025 and as high as $2,775 by the end of 2028, according to the research report.  As of May 6, BNB trades at nearly $600 per coin, for a fully diluted value (FDV) of approximately $84 billion, according to data from CoinMarketCap. Price forecasts for BNB. Source: Standard Chartered “BNB has traded almost exactly in line with an unweighted basket of Bitcoin and Ethereum since May 2021 in terms of both returns and volatility,” Geoff Kendrick, an analyst at Standard Chartered, wrote in the research note.  “We expect this relat…

Key Takeaways: The Bitcoin Risk-Off signal dropped to 23.7, its lowest since March 2019, indicating low correction risk and a high likelihood of a bullish trend developing. Despite the recent decline in network activity, bullish macro indicators like the Macro Chain Index (MCI) suggest Bitcoin could soon rally above $100,000. On May 5, the Bitcoin Risk-Off signal, an indicator that uses onchain and exchange data to assess correction risk, dropped to its lowest level (23.7) for the first time since March 27, 2019, when Bitcoin (BTC) traded at $4,000. The signal is currently in the blue zone, which historically suggests low correction risk and a high probability of a bullish trend. When the oscillator rises above 60 or turns red, it implies a high risk of bearish movement.  Bitcoin Risk-O…

TL;DR: Not sure if you’re in a bull or bear market? This guide breaks down how to spot the difference using price action, volume, sentiment and onchain data. Learn how to recognize market cycles, what signals to watch for and how to adjust your strategy for each phase so you can trade smarter. Crypto markets can feel like emotional rollercoasters, prices soaring one month, then crashing the next. You're not alone if you’ve ever wondered whether you are in a bull or a bear market. In the simplest terms: A bull market is when prices keep going up, people are excited and there’s a general sense that the future is bright. Think back to late 2020 and early 2021; Bitcoin (BTC) climbed from around $10,000 to nearly $70,000. New projects were launching daily and it felt like everyone from your co…

For months, Cointelegraph took part in an investigation centered around a suspected North Korean operative that uncovered a cluster of threat actors attempting to score freelancing gigs in the cryptocurrency industry. The investigation was led by Heiner Garcia, a cyber threat intelligence expert at Telefónica and a blockchain security researcher. Garcia uncovered how North Korean operatives secured freelance work online even without using a VPN. Garcia’s analysis linked the applicant to a network of GitHub accounts and fake Japanese identities believed to be associated with North Korean operations. In February, Garcia invited Cointelegraph to take part in a dummy job interview he had set up with a suspected Democratic People’s Republic of Korea (DPRK) operative who called himself “Motoki.”…

Opinion by: Barna Kiss, CEO of Malda An idea recently floated by some prominent thinkers in the Ethereum space to reclaim value for the mainnet is the taxing of its Layer-2s. The future of Ethereum does not depend on policy but on enabling frictionless capital movement between the L2s in question. Tariffing rollups may appear a neat way to reclaim value for the mainnet. In practice, it would fragment the ecosystem, drain liquidity, push users toward centralized platforms, and avoid decentralized finance altogether. In a permissionless system, capital flows to where it is treated best, and Ethereum's rollups mistreat it. Liquidity fragmentation is Ethereum's real threat In traditional finance, the link between fluidity and growth is well established. Lower barriers to capital inflows lead …

Why finance veterans are still skeptical about blockchain Blockchain has been part of the finance conversation for over a decade now. Yet many professionals remain cautious.  Many seasoned professionals in finance, wealth management and economics often question blockchain’s relevance, asking, How exactly is blockchain supposed to fit into what we already do? This question reflects a few key ongoing skepticisms about blockchain within finance. Uncertainty about practical applications Blockchain offers some big promises: faster settlements, stronger security and better transparency. But actually applying those promises across banking, accounting and operations is still complicated. A 2021 APQC survey identified the main hurdles: a lack of industry-w…

Representative Maxine Waters, ranking member of the House Financial Services Committee (HFSC), led Democratic lawmakers out of a joint hearing on digital assets in response to what she called “the corruption of the President of the United States” concerning cryptocurrencies. In a May 6 joint hearing of the HFSC and House Committee on Agriculture, Rep. Waters remained standing while addressing Republican leadership, saying she intended to block proceedings due to Donald Trump’s corruption, “ownership of crypto,” and oversight of government agencies. Digital asset subcommittee chair Bryan Steil, seemingly taking advantage of a loophole in committee rules, said Republican lawmakers would continue with the event as a “roundtable” rather than a hearing. HFSC Chair French Hill urged lawmakers at the hearing to create a “lasting framework” on digital assets, but did not directly address any of Rep. Waters’ and Democrats’ concerns about Trump’s involvement with the crypto industry. He claimed Waters was making the hearing a partisan issue and shutting down discussion on a digital asset regulatory framework. This is a developing story, and further information will be added as it becomes available.

Binance co-founder Changpeng “CZ” Zhao expects Bitcoin’s price to top at $500,000 to $1 million during this market cycle. During an interview with Rug Radio published on May 5, Zhao said that he expects Bitcoin to reach up to one million dollars during this market cycle. He also highlighted the role of Bitcoin spot exchange-traded funds (ETFs) in this rise, saying that the increasing institutionalization of Bitcoin is a good thing for the market: “There’s the ETFs. There’s this institutionalization of Bitcoin [ … ] it’s a positive in terms of price action, obviously. Our bags are up  —  not the alt‑coins as much, but at least Bitcoin is.” Zhao explained that the ETFs are “bringing the traditional institution money into crypto” and “most of the money in the US is institutional money.” He sa…

Investment bank Citi and Switzerland’s SIX Digital Exchange (SDX) are teaming up to modernize traditional private markets through tokenization. The initiative, revealed during the Point Zero Forum in Switzerland, will leverage SDX’s blockchain-based Central Securities Depositary (CSD) platform to tokenize, settle, and safekeep assets, according to a May 6 announcement. The platform, expected to go live by the third quarter of 2025, will make late-stage, pre-initial public offering (IPO) equities accessible to institutional and eligible investors globally. For issuers, the project offers a compliant and scalable framework to manage liquidity, particularly for early investors and employees, while maintaining cap table control. For investors, it opens access to high-growth, venture-backed com…

Southeast Asia’s superapp Grab has partnered with Natix, a project within Solana’s decentralized physical infrastructure network (DePIN), to cooperate on mapping and autonomous driving technologies. The joint collaboration aims to combine Natix’s blockchain-based mapping data with Grab’s camera hardware and mapmaking technology featuring artificial intelligence support, Natix said in an announcement on May 6. “This partnership brings together the best of both worlds,” the announcement noted, pointing to Grab’s expertise in crowdsourced mapping and Natix’s unique DePIN model that rewards users for providing decentralized data input. Source: Natix “By combining GrabMaps’ AI-powered mapping technology with Natix’s decentralized data network, we’re enabling real-time, high-fidelity map updates…

Key points: Bitcoin is struggling again as gold retakes the limelight with week-to-date gains of nearly 5%. Bitcoin’s correlation with gold is under scrutiny amid ongoing macroeconomic shifts. Traders see a short-term slump amid a wider BTC price rebound. Bitcoin (BTC) eyed fresh month-to-date lows into the May 6 Wall Street open as “directionless” crypto markets contrasted with a gold rebound. BTC/USD 1-hour chart. Source: Cointelegraph/TradingView Analysis: Bitcoin, crypto “largely directionless” Data from Cointelegraph Markets Pro and TradingView showed BTC price momentum stalling at $95,000 before the latest daily close.  Inching closer to the key yearly open support level at $93,500, BTC/USD appeared caught in limbo while gold returned to outperform. XAU/USD was up 1.5% on the day…

Democratic lawmakers in Washington are backing off support for crypto legislation amid heightened concerns over corruption, including the conduct of the Trump family’s World Liberty Financial (WLFI). In March, the GENIUS Act, which would regulate stablecoins in the US, passed a critical committee reading with the support of several pro-crypto Democrats. Democratic Senators Ruben Gallego, Mark Warner, Lisa Blunt Rochester, Andy Kim and Angela Alsobrooks voted with Republicans, opposite lead Democrat and prominent crypto critic Senator Elizabeth Warren. The bill passed the committee only after a number of changes were made, including stricter requirements for stablecoin issuers and provisions for Anti-Money Laundering, countering terrorism financing and risk management procedures.  Now, it s…

Key takeaways: Ripple's end-to-quarterly market report fuels uncertainty, impacting XRP price negatively. Low open interest in XRP futures signals weak trader confidence. XRP price technicals weaken with resistance at $2.27 and declining RSI. XRP (XRP) fell on May 6, down 3% in the last 24 hours to trade at $2.09, due to numerous factors. Its trading volume has increased by 25% over the same period to $2.5 billion, reinforcing the momentum of the bears.  XRP/USD four-hour chart. Source: Cointelegraph/TradingView Let’s look at the factors driving the XRP price down today. Ripple’s discontinues quarterly reports On May 5, Ripple revealed plans to end its quarterly XRP markets report, which it has released since 2017. The company attributed the decision to the reports falling short of exp…

Key takeaways: Bitcoin’s Coinbase premium index turned negative for the first time in 15 days, indicating defensive short-term sentiment among US investors. Bitcoin CME futures gaps between support at $92,000-$92,500 and resistance at $96,400-$97,400 suggest a period of range-bound trading. Bitcoin’s Coinbase premium index, which measures the gap between BTC price at Coinbase Pro and Binance exchange, turned negative after a 15-day positive stint, signaling potential bearish sentiment among US investors. This drop coincides with Bitcoin (BTC) slipping below $94,000, and the premium’s decline suggests reduced buying pressure on Coinbase, which is viewed as a proxy for both institutional and retail demand. Bitcoin Coinbase premium. Source: CryptoQuant Cointelegraph reported early signs …

While blockchain infrastructure may be ready for institutional use, many legal teams at large firms remain cautious about full integration with the technology.  At the Token2049 event in Dubai, DoubleZero Labs founder and former Solana head of strategy Austin Federa told Cointelegraph that today's high-performance blockchains like Solana are technically capable of supporting large-scale institutional usage. However, lawyers still need to catch up.  “Most blockchains nowadays, especially things like Solana, are fast enough for institutions to use them,” Federa said. “It’s really more about the institutions and the institution’s lawyers getting comfortable with crypto.” Federa added that institutional lawyers and compliance teams are still addressing regulatory concerns. The executive said t…

Decentralized autonomous organization (DAO) HydraDAO claims that its researchers were able to use a novel technique to repair severed spines in rats. In a May 5 X post, decentralized science (DeSci) project HydraDAO said that one of its research projects resulted in “rats who had their spines fully transected” being able to walk again. More notably, recovery from surgery reportedly only took five days. Source: HydraDAO The post featured a video of partially shaved (presumably due to surgery) rats walking in what appeared to be a laboratory setting. The effort in question is the Dowell spinal fusogens project led by Michael Lebenstein-Gumovski, which raised 380,700 USDC (USDC) from donors. The dedicated HydraDAO page reads: “The Dowell team submitted a project proposal to HydraDAO. After ca…

Key takeaways: Berkshire holds $347B in cash, enough to buy ~18% of Bitcoin’s supply. Greg Abel has not signaled a shift from Warren Buffett’s anti-Bitcoin stance. Berkshire already has indirect crypto exposure via Nu Holdings, Jefferies. Warren Buffett announced at Berkshire Hathaway's annual shareholder meeting on May 3 that he will step down as CEO by the end of 2025, with Greg Abel taking over. This transition raises speculation about Berkshire’s financial capacity to purchase Bitcoin (BTC) under the new leadership. Source: Discover Crypto Berkshire can easily surpass Strategy’s BTC stash Berkshire ended Q4 2024 with a record $347 billion in cash and US Treasury bills, representing about 32% of its $1.1 trillion market capitalization. The company could acquire approximately 3.52 …

What is the Paws Telegram Mini App? Paws is a Telegram-based Mini App created by the same team behind other projects, such as Notcoin and Dogs.  If you’ve been cruising around Telegram lately, chances are you’ve stumbled upon Paws, the viral crypto Mini App that’s got everyone tapping, clicking and inviting their friends like it’s 2010 FarmVille all over again.  Originally launched in October 2024 on The Open Network (TON) blockchain, Paws exploded in popularity with its ultra-simple tap-to-earn concept. Think of it as a gamified rewards engine embedded directly in Telegram, where users rack up points by completing tasks, referring others and interacting with mini-game elements.  Within just eight days of going live, Paws pulled in over 20 million …

Petr Kozyakov, CEO of crypto payments platform Mercuryo, told Cointelegraph that the future of finance may not be a winner-takes-all scenario but a blend of digital assets and fiat, each used where it makes the most sense.  In a Cointelegraph interview, Kozyakov said that while crypto payments are seeing an increase in adoption and demand, the asset class won’t be fully replacing fiat money anytime soon. He said the two asset classes will coexist, with people choosing the more convenient payment option in different situations.  “We don’t think crypto will replace fiat,” Kozyakov told Cointelegraph. “They will coexist, and people will turn to crypto when it’s the easier, more practical option, whether that’s for payroll, yield or money transfers.” Mercuryo Petr Kozyakov at the Token2049 eve…

Veteran US Internal Revenue Service (IRS) official Trish Turner was appointed to lead the agency’s digital assets division following the departure of two key crypto-focused executives. Turner, who has spent over 20 years at the IRS and most recently served as a senior adviser within the Digital Assets Office, will now head the unit, according to a report from Bloomberg Tax citing a person familiar with the situation. Her promotion marks a significant leadership transition at a time when US crypto tax enforcement is facing both internal and external pressures. On May 5, Sulolit “Raj” Mukherjee and Seth Wilks, two private-sector experts brought in to lead the IRS’s crypto unit, exited after roughly a year in their roles. Mukherjee served as compliance and implementation executive director, w…

Crypto exchange OKX’s CEO for its Middle East and North Africa (MENA) arm urged the industry to focus on delivering real-world utility as interest in real-world asset (RWA) tokenization accelerates.  In a Cointelegraph interview at the Token20249 event in Dubai, OKX MENA CEO Rifad Mahasneh warned that while tokenization is promising, projects must “clearly demonstrate” the benefits of tokenizing specific assets.  “In some cases, we’re tokenizing things that don’t need tokenization, but in some cases, we’re tokenizing things that actually give you real, everyday value, right? And if you can see that everyday value, then that is a promising project,” Mahasneh told Cointelegraph. He said hype can drive project growth in the Web3 space, but providing everyday value should be the priority.  OKX…

Opinion by: Simon Cain, contributor at Bitcoin Policy UK Most jurisdictions globally are researching, developing or implementing retail central bank digital currencies (CBDCs). If you see these as harmless move-with-the-times digital updates of old-fashioned paper money, look again. CBDCs potentially mean financial serfdom via a monetary panopticon where the authorities closely control every transaction.  If you think this sounds paranoid, just consider the words of Augustin Carstens, head of the Bank for International Settlements — the central bank for the world’s central banks. Lamenting the authorities’ current inability to control cash transactions, he says that with a CBDC, a “central bank will have absolute control on the rules and regulations that will determine use... also we will …

Efforts to pass crypto legislation in the US Senate face mounting resistance amid growing ethical concerns around US President Donald Trump’s ties to crypto. In a May 5 letter to the US Office of Government Ethics, Senators Elizabeth Warren and Jeff Merkley said that Trump and his family stand to personally profit from an investment involving UAE state-backed firm MGX, crypto exchange Binance and World Liberty Financial (WLFI). The senators called for an urgent probe, warning the deal may violate the US Constitution’s Emoluments Clause and federal bribery statutes. At the center of the controversy is WLFI’s USD1 stablecoin, reportedly chosen for a $2 billion investment MGX plans to make into Binance. The senators said the transaction amounts to a potential backdoor for foreign influence an…

Bitcoin Core developers have decided to remove a limit on transaction data in the next network upgrade, enabling more data to be included in a more efficient way.  “Bitcoin Core’s next release will, by default, relay and mine transactions whose OP_RETURN outputs exceed 80 bytes and allow any number of these outputs,” read the announcement on GitHub by Bitcoin developer Greg Sanders on May 5.  The long-standing limit was originally a “gentle signal that block space should be used sparingly for non-payment proof of publication data,” has outlived its utility, he added.  The proposal (PR 32359) was created by Bitcoin pioneer Peter Todd at the request of Chaincode Labs.  OP_RETURN is a special type of Bitcoin (BTC) transaction output that allows storing small amounts of data on the blockchain,…

Alex Mashinsky, the founder and former CEO of bankrupt crypto lending platform Celsius, has blasted the government's 20-year “venom-laced” sentence request, declaring it a “death-in-prison sentence.” The US Department of Justice requested Mashinsky receive at least 20 years behind bars in the May 8 sentencing for his role in misleading Celsius users and profiting from the price manipulation of Celsius (CEL), which would make the 59-year-old 79 if he serves the whole sentence. Lawyers acting for Mashinsky argued in a May 5 reply memorandum filed in a New York district court that he should receive no more than 366 days, because the DOJ hasn't taken into account his status as a nonviolent first-time offender with a previously unblemished 30-year history in business.   “The government's venom-…

The Israel-based eToro Group says it’s looking for a valuation of up to $4 billion with its initial public offering in the US, as the stock and crypto trading platform forges ahead with listing on the Nasdaq. The company and existing stockholders are aiming to raise $500 million through offering a total of 10 million shares priced between $46 to $50 apiece, eToro said on May 5. A filing with the US Securities and Exchange Commission shows eToro is offering 5 million shares, with a further 5 million being put up by the likes of the company’s co-founder and CEO, Yoni Assia; his brother and executive director, Ronen Assia; along with venture firms Spark Capital, BRM Group and Andalusian Private Capital, among others. The company offers stock and crypto trading targeting retail and plans to li…

A Russian-Israeli citizen allegedly involved in the $190 million Nomad bridge hack will soon be extradited to the US after he was reportedly arrested at an Israeli airport while boarding a flight to Russia.  Alexander Gurevich will be investigated for his alleged involvement in several “computer crimes,” including laundering millions of dollars and transferring stolen property allegedly connected to the Nomad Bridge hack in 2022, The Jerusalem Post reported on May 5. Gurevich returned to Israel from an overseas trip on April 19 but was ordered to appear before the Jerusalem District Court for an extradition hearing soon after, according to the report.  On April 29, Gurevich changed his name in Israel’s Population Registry to “Alexander Block” and received a passport under that name at Isra…

Two Florida crypto bills have been removed from the legislative process in the latest blow to American state-level strategic Bitcoin reserve ambitions.  Florida’s House Bill 487 and Senate Bill 550 have been “indefinitely postponed and withdrawn from consideration” on May 3, according to the Florida Senate.  Florida’s legislative session adjourned on May 2 without the passage of these two bills, which would have advanced legislation to establish a crypto reserve for the state. The Senate and House agreed to extend the session until June 6 to address budget plans.  Lawmakers passed about 230 bills during the session, dealing with things like prohibiting putting fluoride in the water, protecting state parks, and a school smartphone ban, but diversifying state treasury portfolios was not amon…

A hacker who took over the Tron DAO X account is estimated to have made around $45,000 in improperly solicited funds, according to a spokesperson from Tron.  Speaking to Cointelegraph, the Tron public relations team confirmed that on May 2, the Tron DAO account posted a contract address and sent direct messages to solicit payments in exchange for promotional advertising on the Tron account. “Our security team quickly identified the intrusion and cut off access to the hacker, but we ask the community to continue to be vigilant. We will never ask anyone for payments like this via DM or otherwise,” they said.  The team said that based on the illicit contract address the hacker posted, the amount improperly solicited appeared to be around $45,000.  Asked whether the same hacker could be respon…

The Tron network has drawn closer to regaining the lead from Ethereum in Tether circulation after another big mint by the US stablecoin issuer. On May 5, Tether minted another $1 billion Tether (USDT) on the Tron network, according to Arkham Intelligence. This brings the total USDT on Tron to $71.4 billion, according to the Tether Transparency report.  In comparison, there is currently $72.8 billion USDT circulating on the Ethereum network, so just $1.4 billion more USDT on Tron will see it become the leading network for the world’s largest stablecoin issuer, as it has been previously over the last two years.  Tron was ahead of Ethereum for USDT circulation between July 2022 and November 2024, but a large $18 billion mint on Ethereum pushed the network ahead again, according to CryptoQuant…

The new “Digital Asset Market Structure Discussion Draft” introduced by House Republicans on May 5 could work to reduce the dominance of large crypto firms and promote more participation in the broader market, according to an executive from Paradigm.  The discussion draft, led by the House agricultural and financial services committee chairs Glenn Thompson and French Hill, is an “incremental, albeit meaningful, rewrite” of the Financial Innovation and Technology for the 21st Century Act (FIT21), Paradigm’s vice president of regulatory affairs Justin Slaughter said in a May 5 X post. One-pager of the digital asset market structure discussion draft submitted by House Republicans on May 5. Source: US House Agriculture Committee One of the major changes from FIT21 is that the draft defines an…

Samourai Wallet’s lawyers allege federal prosecutors suppressed advice that the firm didn’t need a license before they charged executives at the crypto mixing service months later.  In a May 5 letter to a Manhattan federal court, lawyers for Samourai co-founders Keonne Rodriguez and William Hill said prosecutors disclosed that the US Treasury Department’s Financial Crimes Enforcement Network (FinCEN) representatives told them six months before they charged the pair “that under FinCEN’s guidance, the Samourai Wallet app would not qualify as a ‘Money Services Business’ requiring a FinCEN license.” “Shockingly, six months later, the same prosecutors criminally charged Keonne Rodriguez and William Hill with operating just such a business without a FinCEN license,” the lawyers added. The letter…

New AWS report reveals 45% of global IT leaders now prioritize generative AI over cybersecurity in 2025 tech budgets as companies race to hire AI talent and implement AI strategies despite persistent skills shortages.  ( 10 min )

One of the standout features of the update is its ability to build full, interactive web apps or simulations from a single prompt.  ( 8 min )

Lightricks unveils groundbreaking LTXV-13B AI video model that runs 30X faster than competitors on consumer hardware through innovative "multiscale rendering" technology.  ( 9 min )

ServiceNow also announced a way for agents to communicate with others along with its new observability platform.  ( 6 min )

OpenAI could see which types of developers use rival models such as the Meta Llama variants and Anthropic's Claude, and for what purposes.  ( 7 min )

Korl's platform works across multiple systems, using multi-agent and multimodal AI to create highly-customized customer messaging.  ( 8 min )

Ōura, maker of a health-monitoring smart ring, announced that it will use AI to track and analyze two new metabolic health features: meals and glucose.  ( 10 min )

IBM details its plans to help enterprises to actually do more with AI, with an expanded set of agentic AI capabilities.  ( 9 min )

Cisco’s Foundation-sec-8B LLM & Meta’s AI Defenders redefine cybersecurity with open-source AI for scalable SOCs.  ( 9 min )

As mobile applications continue to evolve in functionality and scope, securing the APIs that power these apps has become more critical than ever. In the context of Flutter, a framework that enables cross-platform development, understanding how to sec...  ( 14 min )

One of the most tedious tasks for every startup, company, and open-source project is often building and managing documentation – especially for medium to large-scale documentation websites. docs.page is an open-source documentation tool that helps yo...  ( 12 min )

The landscape of Artificial Intelligence is rapidly evolving, and one of the most exciting trends is the ability to run powerful Large Language Models (LLMs) directly on your local machine. This shift away from reliance on cloud-based APIs offers sig...  ( 18 min )

Building serverless AI agents has recently become a lot simpler. With the Langbase Docs MCP server, you can instantly connect AI models to Langbase documentation – making it easy to build composable, agentic AI systems with memory without complex inf...  ( 7 min )

This is today’s edition of The Download, our weekday newsletter that provides a daily dose of what’s going on in the world of technology. Bryan Johnson wants to start a new religion in which “the body is God” Bryan Johnson is on a mission to not die. The 47-year-old multimillionaire has already applied his slogan “Don’t Die”…  ( 21 min )

On Thursday I watched Daniela Rus, one of the world’s top experts on AI-powered robots, address a packed room at a Boston robotics expo. Rus spent a portion of her talk busting the notion that giant fleets of humanoids are already making themselves useful in manufacturing and warehouses around the world.  That might come as…  ( 22 min )

realme has confirmed that the latest additions to its GT 7 series of smartphones will be launching in Malaysia soon. As you may recall, the base model as well as a newer “T” variant has recently been spotted in SIRIM, indicating their imminent arrival. Meanwhile, the series’ Pro variant had already made its debut locally […] The post realme Teases New GT 7 Smartphones Launching In Malaysia Soon appeared first on Lowyat.NET.  ( 16 min )

Mr. Deepfakes, one of the largest site for nonconsensual deepfake pornography, is shutting down for good. The site recently posted a notice on its site, saying that it has lost the ability to stay open. “A critical service provider has terminated service permanently. Data loss has made it impossible to continue operation. We will not […] The post A Leading Deepfake Porn Site Has Been Shut Down, Forever appeared first on Lowyat.NET.  ( 16 min )

Leaks featuring an alleged prototype of a 360-degree camera by action cam and drone manufacturer DJI have surfaced online. Thanks to tipsters hakasushi and Igor Bogdanov (aka @Quadro_News), details, images and even a Quick Start Guide of the alleged device were shared on X for all to see. Based on the materials provided, the DJI […] The post A Prototype Of DJI’s 360-Degree Camera Leaks Online appeared first on Lowyat.NET.  ( 16 min )

At times, people purchase cars to experience their full performance anywhere and anytime they please. Unfortunately, this wasn’t the case for owners of Xiaomi’s SU7 Ultra owners in China after a recent update had pretty much nerfed its 1,548 HP power output to a mere 900HP. As you’d expect, customers weren’t happy with this decision, […] The post Xiaomi Lifts SU7 Ultra EV’s Performance Restriction After Customer Complaints appeared first on Lowyat.NET.  ( 17 min )

The Technics AZ100 launched earlier this year and serve as the successor to the AZ80 that I reviewed nearly two years ago. Considering how its predecessor wowed from the get-go, I actually started out this review with relatively high expectations. And boy, these earbuds did not fail to impress. What Am I Looking At? Both […] The post Technics AZ100 Lightning Review: The Hard-Hitting Sequel appeared first on Lowyat.NET.  ( 20 min )

Gemini, Google’s AI chatbot, has now received an update allowing users to upload up to ten images per prompt. This will affect Android, iOS, and web users. Previously, the limit for uploaded pictures was one for every prompt. Users who attempted to upload more than one image to Gemini prior to the update would receive […] The post Google Gemini Now Allows 10 Image Uploads Per Prompt appeared first on Lowyat.NET.  ( 15 min )

Infinix is reportedly working on its first ever gaming tablet called the XPAD GT. The brand has yet to officially confirm the arrival of the upcoming device, but it has made an appearance on the SIRIM database, indicating that it will be making its way to Malaysia soon after its unveiling. The XPAD GT was […] The post Infinix XPAD GT Gets SIRIM Certification appeared first on Lowyat.NET.  ( 15 min )

Apple is reportedly planning on bringing back its Smart Battery Case for the iPhone 17 Air, according to a report by The Information. The reintroduction of the accessory may be intended to compensate for the phone’s poor battery life, as it is rumoured to have a battery capacity of between 3,000mAh and 4,000mAh. The Smart […] The post Apple Smart Battery Case May Return For The iPhone 17 Air appeared first on Lowyat.NET.  ( 16 min )

OPPO is reportedly preparing to launch a new budget tablet called the Pad SE. While nothing has been officially announced about the upcoming device yet, it has recently made an appearance on the SIRIM database, signalling its imminent launch in Malaysia. The Pad SE was listed with the model numbers OPD2420 and OPD2419 on the […] The post OPPO Pad SE Appears On SIRIM Ahead Of Launch appeared first on Lowyat.NET.  ( 15 min )

Last year, Maybank announced the addition of a 12-hour cooling-off period for adjustments to online transfer limits. Soon, the bank will be doing the same for reload services, including mobile prepaid plan reloads and game credits with PIN. This naturally also means that these transactions will also get limits when the change takes effect. Per […] The post Maybank To Add Transaction Limit, Cooling-Off Period For Reloads appeared first on Lowyat.NET.  ( 16 min )

The 2025 Malaysian Auto Show (MAS 2025) is just around the corner, and many automakers are preparing to showcase their cars at this grand event. One of them is Zeekr, which recently revealed through a social media post that its 7X model will be making an appearance during the auto show. The Zeekr 7X was […] The post Zeekr 7X Will Be On Display At MAS 2025 appeared first on Lowyat.NET.  ( 17 min )

The iPhone 17 generation is currently slated to be getting a new addition in the form of a supposed Air model. There have been plenty of rumours about it already, months ahead of its scheduled launch. But analyst Ming-Chi Kuo has shared a predicted launch schedule for upcoming Apple phones up until the second half […] The post Analyst: iPhone 19 Air Will Get Screen Upsize; Possibly 6.9 Inches appeared first on Lowyat.NET.  ( 16 min )

Much has been said about the upcoming Samsung Galaxy Z Fold7 and Galaxy Z Flip7 foldables ahead of their scheduled launch in July, including the supposed cameras, dimensions, as well as chipset. This time, the subject matter is the respective battery capacities of the devices. The smartphones have reportedly undergone UL Demko certification in Denmark, […] The post Samsung Galaxy Z Fold7, Flip7 Battery Capacities Leaked appeared first on Lowyat.NET.  ( 16 min )

We recently heard that Apple is adjusting its iPhone launch strategy, and will have a bi-annual release instead, with the Pro models releasing in September, and the base variants coming later. The brand is also apparently planning to launch its first foldable phone next year. While the device was initially assumed to sport a clamshell […] The post Foldable iPhone May Feature Less Creasing, Higher Quality Hinge appeared first on Lowyat.NET.  ( 16 min )

Microsoft officially announced Gears of War: Reloaded. The game is a remaster of the original game and is a celebration of the game’s 20th anniversary in 2026 and will be made available across all platforms and yes, that includes the Sony PlayStation 5 (PS5). “Gears of War: Reloaded is a celebration of one of gaming’s […] The post Microsoft Announces Gears Of War: Reloaded; Heading To PS5 appeared first on Lowyat.NET.  ( 16 min )

Back in December, OpenAI announced that it will be letting the for-profit division of the company become a Public Benefit Corporation, essentially turning the company for-profit. While that is still on track to happen, The company now says that it, as a whole, will remain a non-profit, with the non-profit half being a large shareholder […] The post OpenAI Not Being For-Profit; Non-Profit Division Retains Control appeared first on Lowyat.NET.  ( 16 min )

YouTube is testing a new Premium subscription plan that allows users to share their YouTube Premium or YouTube Music Premium membership with another person in their household. Currently, this option is available to some users in India, France, Taiwan, and Hong Kong. To be eligible for this subscription tier, both users must be at least […] The post YouTube Tests Two-Person Premium Plan In Some Regions appeared first on Lowyat.NET.  ( 16 min )

The government is considering expanding the FLYsiswa initiative to include land transport travel within Peninsular Malaysia. This was revealed by Prime Minister Datuk Seri Anwar Ibrahim during a dialogue session at Management and Science University (MSU) yesterday, responding to a participant who inquired regarding the possibility of introducing subsidised land transport subsidies for students based […] The post Govt Mulls Extending FLYsiswa To Include Land Transport In Peninsular Malaysia appeared first on Lowyat.NET.  ( 15 min )

Edifier has officially released a new pair of desktop speakers in Malaysia dubbed the QR30. The speakers are equipped with controllable LED lighting that can be controlled through an app and come with support for multiple audio input methods for flexibility. First up, the each speaker is equipped with a 0.75-inch silk dome tweeter and […] The post Edifier Introduces QR30 Desktop Speakers With RM699 Price Tag appeared first on Lowyat.NET.  ( 15 min )

Skype has officially joined the ranks of legacy online messengers like ICQ and MSN Messenger, having now been fully discontinued after 23 years of service. Visiting the platform’s website or opening its app now displays a notice encouraging users to switch to Microsoft Teams instead. For those unfamiliar, Skype launched in 2003 and changed ownership […] The post Skype Is Now Officially Offline appeared first on Lowyat.NET.  ( 15 min )

The Linux Foundation’s Decentralized Trust (LFDT) mentorship program is back in 2025 with two exciting opportunities for developers passionate about Ethereum, Android, and the Java Virtual Machine (JVM). Whether you’re a seasoned blockchain developer or an Android enthusiast eager to dive into Web3, these mentorships offer  ( 4 min )

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📌 What is a Mobile Phone Schematic Diagram? A schematic diagram is a graphical representation of an electronic circuit. It shows how components like resistors, capacitors, ICs, and connectors are connected on the board. Helps in diagnosing hardware issues Saves time in troubleshooting Improves your understanding of board-level repair GND (Ground): Usually marked with a downward triangle VCC / VBAT: Main power lines Resistor (R), Capacitor (C), Inductor (L) U, Q, D labels: Indicate ICs, transistors, diodes Start from the battery input, trace the voltage line, check for filters or protection ICs, and identify where the current flow might be interrupted. Use a multimeter alongside the schematic to test continuity and voltage levels on each section of the board. For full tutorials, visual examples, and training resources, visit: 👉 https://www.fixdey.com  ( 3 min )

Introduction In this article, we will explore how to write a SELECT SQL query in Oracle 19c to identify the latest account numbers from specific groups based on the previous account numbers. This technique can be beneficial when managing hierarchical data structures where records are interconnected through identifiers. By utilizing SQL, we can efficiently retrieve the latest entries for each group from a dataset. Understanding the Data Structure The given dataset consists of two columns: Account Number and Previous Number. The Account Number represents the current identifier, while the Previous Number indicates the preceding account number in the group hierarchy. With this structure, we can determine the latest account number for each defined group. To visualize the dataset: | Account Numb…  ( 5 min )

Today's question: Create a React application "Code Review Feedback" that helps in tracking and managing feedback on various aspects of code quality. Solution import React from "react"; const FeedbackSystem = () => { return ( Readability 👍 Upvote 👎 Downvote <p className="my-10 mx-0" dat…  ( 5 min )

Hey everyone! 👋 Improvement of the User Interface Light/dark mode Settings window Added a toolbar to the main page Colored feedback Also, I've made public the repo of the project in case anyone wants to take a detailed look at it: https://github.com/nairec/FitVision 👀 Let's jump right onto it! The start and end detection buttons have been replaced by a toggle start/stop button and an end detection button. class Home(QMainWindow): def __init__(self): ... self.pause_session_button.clicked.connect(self.update_pause_state) self.end_session_button.clicked.connect(self.end_detection) ... class Home(QMainWindow): def initUI(self): self.paused = True self.detection_started = False ... self.end_session_button = QPushButton…  ( 5 min )

Abstract: This post explores the innovative NFT project Moonbirds and its potential as a launching pad for indie hackers. We explain how Moonbirds fuses digital art, blockchain technology, and community engagement to offer diverse opportunities that range from NFT art creation and platform development to augmented reality experiences and education. With a focus on easy-to-understand language, technical insights, and practical examples, this post delves into the background, core concepts, applications, and challenges facing these dynamic digital ventures. Throughout the article, we will also provide useful links and resources to deepen your understanding of this evolving ecosystem. The NFT space has exploded into a vibrant ecosystem where art, technology, and community blend into groundbre…  ( 9 min )

Introduction When it comes to cookie compliance, particularly regarding third-party cookies, having an understanding of how to log and manage these cookies is essential. Many websites are increasingly using cookie compliance scripts that leverage scanning tools to check which cookies are active. If you're looking to create your own scraper to log the cookies on your sites for compliance purposes, you're in the right place! Why Cookie Compliance is Important Cookie compliance refers to the adherence to laws and regulations regarding the use of cookies on websites. With regulations like the GDPR in the EU and CCPA in California, companies must be transparent about the data they collect via cookies, including third-party cookies. Failure to comply can result in significant fines and damage to…  ( 5 min )

Introduction In mid-April, I blogged about leveraging cloud and generative AI to maximize developer productivity. Among other areas, I highlighted the potential of AI in the PR Review/Gitflow process, suggesting tools like Evolua.io or CodeRabbit to offload routine code reviews and low-value fixes to AI assistants. Today, I'm excited to explore Amazon's latest offering in this space: Amazon Q Developer in GitHub, which has just been released in preview. As an AWS Community Builder, I've had early access to this tool for over a week, and I wanted to put it through its paces with a real-world test: Can Amazon Q Developer build a complete AWS SAM application from scratch, based solely on requirements provided in GitHub issues? Before diving into my experiment, let's quickly review how Amaz…  ( 5 min )

🔹 Introduction: Every morning, we grab our phones and open a weather app. But ever since I started my 30-day Linux challenge, I’ve been doing it differently. terminal. Yes, the terminal! if you need an umbrella. 🔹 What You’ll Learn: Check the weather using curl and wttr.in Customize output Add an alias for quick access 🔹 Step-by-Step Tutorial (With Code Blocks) Let’s get into how you can check the weather right from your Linux terminal. No weather apps, no browser — just pure terminal magic. 🧙‍♂️⚡ ✅ Step 1: Open Your Terminal You can open it by pressing: ✅ Step 2: Use curl with wttr.in This command shows you the weather forecast in your current city using the terminal: ✅ Step 3: Check Weather for a Specific City Want to check the weather in Delhi, UK, or USA? Just add the city name: ✅ Step 4: Customize the Output 🎯 Metric Units (Celsius) 🧼 No ASCII Graphics (Plain Output) ✅ Step 5: Create a Weather Shortcut (Alias) Want to type weather instead of writing the full command every time? .bashrc or .zshrc file. In my Case, I'm using .zshrc file. Edit your .zshrc file with nano ~/.zshrc. Add the alias to .zshrc with alias weather="curl wttr.in" Save and exit the editor Press Ctrl + X to exit. Press Y to confirm changes. Press Enter to save the file. To write something in the terminal or display text, you can use commands like: echo: For printing messages. cat >: To write multiple lines into a file. nano: For directly editing files in the terminal. tee: For displaying text and saving it to a file simultaneously. These simple commands let you write, edit, and manage text efficiently from the terminal. #30DaysLinuxChallenge #CloudWhisler DevOps #Linux #RHCSA #Opensource #AWS #CloudComputing Catch out by My LinkedIn profile https://www.linkedin.com/in/rajpreet-gill-4569b4161/  ( 4 min )

Table of Contents Introduction Why Organizations Still Use rsync Understanding rsync and SSH Step-by-Step Guide to Remote Backups Real-World Use Case Summary Backups are essential for any system administrator. While many organizations invest in commercial backup solutions like Veritas NetBackup, Veeam, or Windows NT Backup, there's a simpler, open-source tool that's been trusted for years: rsync. In this article, we'll explore how to use rsync over SSH to perform remote backups efficiently and securely. Despite the availability of commercial tools, many organizations prefer rsync because: Simplicity: Easy to set up and use. Efficiency: Transfers only changed files, saving bandwidth and time. Security: Works seamlessly over SSH for encrypted transfers. Flexibility: Suitable for various b…  ( 4 min )

Profitably Green: How Eco-Centric Entrepreneurs are Revolutionizing the Business World In recent years, a remarkable transformation has swept through the business landscape: the rise of eco-centric entrepreneurs. These trailblazers are not only prioritizing environmental responsibility but are also proving that sustainability and profitability can go hand in hand. As consumers become increasingly environmentally conscious, businesses that embrace green practices are gaining a competitive edge. Let’s explore how eco-centric entrepreneurs are sculpting a greener, more profitable future. Eco-centric entrepreneurship focuses on innovative solutions that address environmental concerns while remaining economically viable. The movement has seen a substantial increase, with many entrepreneurs in…  ( 4 min )

This post is originally posted on my blog here I found it little difficult to run CPP project in vs code always, we need to do lot of configuration, setting to debug the code. Prerequisite Make sure that CPP compiler already installed in your machine, I will use gcc but you can use any other compiler of your choice VS Code should be installed in your machine. (optional) Install plugin "C/C++ Extension Pack" , this will install C/C++ extension and CMAKE (We don't need CMAKE for now, I will write seperate tutorial to build project using CMAKE) I am going to follow below folder structure for my project and will follow same in rest of tutorial to write configuration files Boilerplate │ main.cpp # CPP file contains main function │ └───build # Build file (Executable …  ( 5 min )

Abstract: This post explores how Mintable is revolutionizing the open source ecosystem by harnessing blockchain technology to manage intellectual property, boost developer collaboration, secure software projects, and streamline licensing using NFTs and smart contracts. We delve into blockchain fundamentals, examine Mintable's key contributions, discuss practical use cases, review challenges and limitations, and explore future innovations. The article weaves technical insights with accessible language, offering tables, bullet lists, and authoritative links – including perspectives from both License-Token and dev.to – making it an invaluable resource for developers, project managers, and technology enthusiasts looking to understand this transformative synergy. Blockchain technology has tran…  ( 8 min )

The professional cleaning industry is undergoing a digital transformation thanks to the adoption of smart technology and Internet of Things (IoT) devices. From robotic vacuums to connected scheduling systems, these technologies are significantly improving efficiency, saving costs, and enabling real-time optimization of cleaning resources. In this article, we will explore how connected devices are streamlining resource allocation, inventory control, personnel management, and customer satisfaction in the cleaning services industry. We’ll also embed code snippets in Python and Node.js to demonstrate how you can build and integrate simple IoT monitoring systems for cleaning operations. Traditional cleaning service management relied on manual reporting, static schedules, and basic checklists. T…  ( 5 min )

Abstract: This blog post explores Microsoft's transformative journey into open source, discussing its historical struggle, critical milestones, and current role as a champion of open source innovation. With a detailed examination of core concepts such as Azure–Linux integration, the GitHub acquisition, and strategic partnerships, this article provides technical insights and practical examples. We also explore challenges such as licensing complexities and community skepticism, outline future prospects including blockchain-based sustainability, and highlight related open source funding innovations. For more details on Microsoft’s transformation, check out the Original Article. Over the past two decades, Microsoft has evolved from a staunch defender of proprietary software to an influential …  ( 8 min )

Refact.ai Agent has achieved the #1 score on SWE-bench Lite — solving 179 out of 300 tasks, for a 59,7% success rate. Our approach: fully autonomous AI Agent for programming, no manual intervention needed. SWE-bench Lite is a benchmark that evaluates LLM-based systems on real GitHub issues from popular open-source Python projects. Each task requires applying a bug fix or feature implementation, then validating the result through test execution. This makes the benchmark particularly valuable for understanding how AI tools will perform in actual production environments. Refact.ai Agent takes a fully autonomous, iterative approach. It plans, executes, tests, and self-corrects — repeating steps as needed to reach a single correct solution with no user input. So, the benchmark setup was designe…  ( 6 min )

Introduction When compiling programs in C or C++ using cc or c++, you may find yourself needing to use a different linker than the default one. For instance, your version of GCC or Clang might link against /usr/bin/ld. In many scenarios, developers want to test their applications with alternative linkers, like /usr/local/bin/ld, for various reasons, including performance evaluation or compatibility testing. In this article, we’ll explore how to specify a different linker without running separate compilation steps. Why the Default Linker Matters The linker plays a crucial role in the compilation process, as it's responsible for combining different object files into a single executable. By default, compilers like GCC and Clang use a hard-coded linker, typically located at /usr/bin/ld on Unix…  ( 4 min )

Second highest invoice for each customer Total invoices for each customer per month SELECT DISTINCT Customers.CustomerName, Invoice1.InvoiceId, Invoice1.InvoiceAmount FROM JOIN ON Customers.CustomerId = Invoice1.CustomerId ON Customers.CustomerId = Invoice2.CustomerId Customers.CustomerName, Invoice1.InvoiceId, Invoice1.InvoiceAmount HAVING SELECT CustomerID, FORMAT(InvoiceDate, 'yyyy-MM') AS InvoiceMonth, SUM(InvoiceValue) AS TotalInvoiceAmount FROM Exam.Invoice GROUP BY CustomerID, FORMAT(InvoiceDate, 'yyyy-MM');  ( 3 min )

“The computer industry is the only industry that is more fashion-driven than women’s fashion.” Larry Ellison In our era, the cloud is the haute couture of infrastructure. Everyone wants it. Everyone says you need it. And few ask whether it actually fits. This post is for those who remember that not every problem needs 12 layers of abstraction. It's for careful builders who believe that owning your tools is better than renting your soul. And here are 12 reasons why on-premise will outlast the hype. The cloud sells convenience, but charges premium rent, forever. When you buy servers, you own an asset. When you rent a VM, you feed a meter. The cloud is like living in a hotel room and bragging you don’t have to fix the faucet. Sure, but you’re paying 10× the mortgage and still can’t open a w…  ( 7 min )

Refact.ai Agent has achieved the #1 score on SWE-bench Lite — solving 179 out of 300 tasks, for a 59,7% success rate. Our approach: fully autonomous AI Agent for programming, no manual intervention needed. SWE-bench Lite is a benchmark that evaluates LLM-based systems on real GitHub issues from popular open-source Python projects. Each task requires applying a bug fix or feature implementation, then validating the result through test execution. This makes the benchmark particularly valuable for understanding how AI tools will perform in actual production environments. Refact.ai Agent takes a fully autonomous, iterative approach. It plans, executes, tests, and self-corrects — repeating steps as needed to reach a single correct solution with no user input. So, the benchmark setup was designe…  ( 6 min )

Hey Devs, I’m Harrison G Herdzik — a full-time tech student at Western Connecticut State University and founder of Harrison’s Tech Solutions, a small business offering practical IT support for local clients. Balancing academics, client requests, and business admin might sound chaotic, but I’ve developed a lightweight but effective workflow that keeps me sane and productive. Here’s how I do it — and how you can adapt it to your own side-hustle or service-based business. 🧰 My Tech Stack for Client Management CRM & Task Tracking: Notion Scheduling & Booking: Calendly Remote Support: AnyDesk Invoicing: Wave Communication: Gmail + Google Meet Documentation: Google Docs + Loom for quick video walkthroughs Each tool solves a specific problem. The goal isn’t complexity — it’s clarity and control. **💬 How I Communicate With Clients *Here’s my approach: Keep emails concise but informative Use screen recordings (Loom) when words fall short Set clear expectations and timelines from the start Document every service — even one-off calls That’s something I learned early on: people appreciate clarity, not cleverness. **⏱️ Time Management as a Student & Founder ⏰** Morning:** Classwork, assignments 💻 Afternoon: Scheduled client calls or remote work 📑 Evening: Admin tasks, follow-ups, learning new tech tools By blocking time and batching tasks, I reduce context switching. And if a client emergency comes up? I leave a 1-hour buffer each day just in case. 🚀 Advice from Harrison Herdzik to Aspiring Student Founders Your first client might be a family friend — that’s okay. Document your work. It builds trust and repeat business. Say no to bad fits. Focus on clients you can genuinely help. Keep learning. The tech world changes fast — be ready. Whether you’re offering dev services, IT help, or consulting — your time, your tools, and your tone all matter.  ( 4 min )

Abstract Microsoft Azure is ushering in a new era in digital transactions by expanding its portfolio of blockchain services. This post explores the background of blockchain technology and its transformative potential across industries. We detail Azure’s Blockchain-as-a-Service (BaaS), its developer tools, partnerships, and industry-specific innovations. Alongside practical use cases, we analyze challenges such as regulatory uncertainty and scalability, and we provide forward-looking insights about the trends shaping the future. With tables, bullet lists, and curated links to authoritative sources—from what is blockchain to explorations of blockchain scalability—this article is tailored for both technical enthusiasts and industry professionals seeking clarity and insight into Microsoft’s …  ( 8 min )

Understanding the Issue with Modal Animations If you've ever tried to implement a modal that slides in from the bottom after being triggered by a button, you might have encountered an unexpected behavior when using a element inside your modal dialog. This is a common issue that developers face, especially when working with CSS animations. In this article, we will explore why this issue occurs and how you can fix it effectively. Why Does This Happen? The problem often arises from the way CSS handles layout changes during animations. When the modal is opened, if a button element is included, it may trigger a reflow in the browser’s layout engine. This reflow can result in the appearance of a scrollbar, which disrupts the fluidity of your animation. The pointer-events property combin…  ( 4 min )

Join the Amazon Q Developer "Quack The Code" Challenge: $3,000 in Prizes! dev.to staff for The DEV Team ・ Apr 30 #devchallenge #awschallenge #webdev #ai  ( 2 min )

Quirky Cash: Transforming Offbeat Hobbies into Profitable Side Hustles In today's fast-paced world, finding a side hustle that not only supplements your income but also fulfills your passion is the dream. The monotonous 9-to-5 grind can take a toll, so why not channel your quirky interests into something lucrative? Welcome to the quirky cash revolution, where offbeat hobbies become profitable side hustles! Throughout history, there have been intriguing instances where unusual hobbies have turned into thriving businesses. Here are a few inspiring examples: Soap Sculpting: The humble art of soap carving, once a calming pastime, has captured the interest of niche markets. Custom soap can sell for $20-$50 apiece, especially during festive seasons. Pet Rock Revival: Remember the 1970s Pet R…  ( 4 min )

Last week, breakthroughs surged across artificial intelligence, cloud computing, and quantum technologies, reshaping how developers build, deploy, and envision the future of computing. From Meta’s ambitious bid to democratize powerful AI tools to Google’s massive bet on multi-cloud cybersecurity and IonQ’s groundbreaking quantum network, we’ve seen an electrifying shift: technologies once thought futuristic are rapidly becoming today’s developer toolkits. Here’s why these advancements matter and why tech professionals should pay close attention. AI: Advancements in Models, Tools, and Funding Meta’s LlamaCon empowers open-source AI Meta hosted its first-ever LlamaCon developer conference (April 29th) dedicated to its Llama AI models. Meta announced an upcoming Llama API: a cust…  ( 15 min )

Você já digitou algo em um campo de busca e, a cada letra digitada, uma nova requisição era feita para a API? Isso é ineficiente. A solução? debounce() debounce? É uma técnica usada para adiar a execução de uma função até que um tempo específico tenha passado sem novas chamadas. É muito usado em: buscas dinâmicas (auto-complete) eventos de rolagem (scroll) eventos de resize Imagine um campo de busca que chama a API a cada tecla: function search(term) { fetch(`https://api.exemplo.com/search?q=${term}`) .then(res => res.json()) .then(console.log); } input.addEventListener("input", (e) => { search(e.target.value); }); Isso gera chamadas demais. Agora, com debounce: function debounce(fn, delay) { let timer; return (...args) => { clearTimeout(timer); timer = setTimeout(() => fn(...args), delay); }; } const debouncedSearch = debounce(search, 500); input.addEventListener("input", (e) => { debouncedSearch(e.target.value); }); Agora só é chamada a API depois que o usuário parar de digitar por 500ms. No React, pode usar com useCallback ou bibliotecas como lodash.debounce: import debounce from 'lodash.debounce'; const debounced = useCallback( debounce((value) => { // chamada de API aqui }, 300), [] ); Conta aqui nos comentários como implementou 👇 Ou salva esse post pra usar depois! 🔖  ( 3 min )

Introduction If you're working with Hibernate and querying a DB2 z/OS database, you might have faced a common issue where the generated SQL queries include unnecessary cast statements, especially after upgrading to Hibernate 6. This can cause errors as certain DB2 versions don't support those casts. In this article, we will explore why this issue occurs and provide solutions to remove the cast statements for compatibility with DB2 z/OS. Understanding the Problem In Hibernate, SQL query generation can change between versions due to changes in how Hibernate handles type conversions. After upgrading to Hibernate 6, many users report encountering errors like: Could not convert 'java.lang.Character' to 'java.lang.String' using 'org.hibernate.type.descriptor.java.StringJavaType' to wrap This pa…  ( 5 min )

When working with deeply nested arrays in Laravel, especially when handling configuration files, API responses, or multidimensional data structures, managing or accessing values quickly becomes complex. Laravel’s Arr::dot() method offers a clean, efficient way to flatten these arrays using “dot” notation, making them much easier to work with. In this article, we’ll explore what Arr::dot() does, how it works, and when you might want to use it. The Arr::dot() method in Laravel flattens a multidimensional array into a single-level array using dot notation for keys. This transformation allows you to access deeply nested values with a simple key string. Arr::dot(array $array, string $prepend = '') $prepend: (Optional) A string to prefix each key in the final array. This method is part of Laravel’s Illuminate\Support\Arr helper class. Let’s take a look at a typical example: Input Array $data = [ Applying Arr::dot() $flattened = Arr::dot($data); print_r($flattened); [ 'user.name' => 'John', 1. Configuration Files 2. Localization 3. Form Handling Bonus: Reversing the Flattening $nested = Arr::undot($flattened); Arr::dot() is a small but powerful utility in Laravel that simplifies the handling of complex arrays. Whether you're building APIs, working with config files, or cleaning up nested data structures, this helper can be a time-saver and make your code cleaner and more readable. Next time you're faced with a deeply nested array, consider reaching for Arr::dot() — you’ll appreciate the simplicity it brings.  ( 4 min )

PHP is a server-side scripting language used to build dynamic websites and web applications. It's easy to get started, and learning it can open doors to backend development. This guide walks you through the most effective way to learn PHP from scratch. Before diving in, know what PHP is for: Runs on the server to generate HTML Connects to databases like MySQL Handles form submissions, sessions, and authentication You’ll often use PHP alongside HTML, CSS, JavaScript, and SQL. Install the tools you need: Local server: Use XAMPP, MAMP, or Laragon. These bundles include Apache, PHP, and MySQL. Code editor: Use VS Code, Sublime Text, or PHPStorm. Browser: Chrome or Firefox for testing your output. Once installed, place your PHP files in the correct web directory (usually htdocs/ for XAMPP). St…  ( 4 min )

Observation Study with a User Observation Basics Why, what, where and when to evaluate Observation Metrics and Objectives Evaluation Classes(Components) Study Methods (many) Interviews Forms structured semi-structured unstructured Running an interview Introduction Warm-up Main body A cool-off period Closure Questionnaire System Usability Scale (SUS) NASA Task Load Index (TLX) User Experience Questionnaire (UEQ) THINK ALOUD Preparation (image 1) Perform the study (image 2) Finalize (image 3) WORKLOAD MEASUREMENT Good Workload Measure Criteria Sensitive: Detects task demand changes. Selective: Ignores irrelevant factors. High Bandwidth: Tracks rapid changes. Unobtrusive: Doesn’t disrupt tasks. Reliable: Consistent results. Diagnostic: Identifies workload sources. Assessment Methods Primary Task: Direct performance (e.g., speed, accuracy). Secondary Task: Indirect (e.g., tapping, reaction time). Physiological: ECG, EEG, eye-tracking (needs conditioning). Subjective Ratings: Easy, non-intrusive (e.g., NASA-TLX). NASA-TLX Overview 6 Factors: Mental, physical, temporal demand, effort, performance, frustration. Step 1: Rate each (0–100). Step 2: Pairwise comparisons to weight importance. Final Score: Weighted sum (0–100). Balances subjectivity with structured comparison. OBSERVATION AND ETHNOGRAPHY Participants Study Documentation Study Wrap-Up Study without a User Human Memory and Study Methods  ( 3 min )

Introducción Alguna vez quisiste construir un chat interactivo con un modelo de lenguaje como Llama usando Ollama? En este artículo, te mostraré cómo crear un proyecto full stack que incluye un frontend dinámico y un backend basado en SAP CAP (Cloud Application Programming Model). ¡Vamos a ello! Para instalar Ollama, sigue estos pasos: Ve al sitio oficial de Ollama: https://ollama.com. macOS: Descarga el archivo .dmg y sigue las instrucciones para instalarlo. Windows: Descarga el archivo .exe y sigue las instrucciones del instalador. Una vez instalado, abre una terminal y ejecuta el siguiente comando para verificar que Ollama esté instalado correctamente: ollama --version Deberías ver la versión instalada de Ollama. Si necesitas configurar Ollama para que funcione con tu proyecto, aseg…  ( 4 min )

When I first came across Perplexity AI, I assumed it was just another AI-powered search engine. But after using it in real projects, I realized it can be incredibly helpful when paired with Python, especially for smarter data scraping. If you work with data, automate research, or build anything that involves gathering online information, web scraping is likely part of your workflow. The challenge is that scraping today’s websites is not as easy as it once was. The good news is that tools like Perplexity AI and Crawlbase can make your scraping stack more efficient, intelligent, and scalable. In this post, I’ll walk you through how I use Perplexity AI for web scraping in Python and why combining it with Crawlbase’s scraping API has helped me build more powerful data pipelines. Why Web Scrapi…  ( 6 min )

Hey Dev Community! 👋 I'm excited to share a project I've been working hard on — BeatTheBossGame.com, Ever had one of those days at work where your boss pushes you a little too far? But there's more... 🎮 🧠 What is BeatTheBossGame? 😤 Why I Built This So I turned that emotion into a game. 📱 Android App is Live! ✅ Smooth performance You can download it directly from the website or Google Play https://play.google.com/store/apps/details?id=com.arunantony.beatthebossgame 🏆 Real-Time Leaderboard Track your ranking in real time Compete with other angry clickers across the globe: See how you stack up in CPS (Clicks Per Second) Bragging rights included 🥇 Whether you're crushing the boss or getting crushed, the scoreboard keeps it honest. 🛠️ Tech Stack 🌐 Try It Out! https://www.beatthebossgame.com I’d love your feedback — and if you beat the top score, post a screenshot in the comments! 💬 Let’s Connect Thanks for checking it out! 🙌  ( 3 min )

TL;DR: We built AquaScript to tackle a problem developers face daily — getting realistic, ready-to-use test data without setting up a backend. It’s free, fast, and live. Try it now and streamline your development workflow: Aquascript (Free-Json-API) 🌱 Why We Built AquaScript As devs, we’ve all been there: ✅ Prototyping a frontend but waiting on backend endpoints Enter AquaScript: A blazing-fast fake JSON API that gives developers instant access to clean, categorized, and realistic test data. ✨ What Makes AquaScript Special AquaScript offers a growing library of realistic, categorized data: 📚 Books & BooksV2 (Basic and extended book info) 💬 Quotes & QuotesV2 (Inspirational, funny, and deep quotes) 🎬 MoviesData & MoviesDataV2 (Film titles, genres, ratings, etc.) 😂 Jokes & Programm…  ( 4 min )

TL;DR: We built AquaScript to tackle a problem developers face daily — getting realistic, ready-to-use test data without setting up a backend. It’s free, fast, and live. Try it now and streamline your development workflow: Aquascript (Free-Json-API) 🌱 Why We Built AquaScript As devs, we’ve all been there: ✅ Prototyping a frontend but waiting on backend endpoints Enter AquaScript: A blazing-fast fake JSON API that gives developers instant access to clean, categorized, and realistic test data. ✨ What Makes AquaScript Special AquaScript offers a growing library of realistic, categorized data: 📚 Books & BooksV2 (Basic and extended book info) 💬 Quotes & QuotesV2 (Inspirational, funny, and deep quotes) 🎬 MoviesData & MoviesDataV2 (Film titles, genres, ratings, etc.) 😂 Jokes & Programm…  ( 4 min )

If you've ever spun up a Docker container and wondered how does this thing talk to the internet?, you’re not alone. Docker quietly builds a tiny virtual world behind the scenes — with bridges, fake Ethernet cables (veth), and routing tables. In this post, we'll walk through how Docker’s default bridge network actually works, using a diagram-based example. Ready? Let’s go! 👇 When you run: docker run -d nginx Docker places your container on a network called bridge (unless you tell it otherwise). This bridge is a virtual switch inside your host. Your container: Gets its own virtual Ethernet interface Talks to other containers via the bridge Reaches the outside world via NAT routing Let’s break this down visually. Note: This diagram shows three containers (busybox, nginx, busybox-sec) c…  ( 4 min )

Comprehensive Exploration of the Permissions API for Managing User Consent Historical and Technical Context The emergence of web technologies has ushered in a new era of interactivity and real-time applications. However, with such capabilities comes the critical responsibility of user privacy and consent. The Permissions API was standardized as part of the broader movement to provide enhanced privacy practices on the web, enabling developers to manage user permissions more systematically. The Permissions API was introduced to address the concerns posed by previous blind consent models, which often left users unaware of the degree of access they were granting. Traditionally, permissions like location access, notifications, and camera/microphone use were either all-or-nothing, l…  ( 6 min )

Hi!  ( 2 min )

Explore how halftone effects can be applied using pure SVG filters — no CSS tricks or raster effects. Upload your own image or paste a URL, then switch between two scalable vector halftone styles (half-tone and half-tone-hd). Great for experimenting with non-destructive, resolution-independent image filtering in real time.  ( 3 min )

Creating a multi-page registration form in PHP can be cumbersome, especially when the pages require reloading for navigation. If you're experiencing slow load times with your current method—where each page requires a new HTTP request—you might want to consider converting your form into a Single Page Application (SPA). This approach enhances user experience by loading the HTML just once and using JavaScript to handle navigation smoothly. Understanding the Issue When using multiple pages for form registration, each time a user clicks the 'Next' button, a new HTTP request is sent to the server, which loads a new page. This results in a complete refresh, including reloading CSS, JavaScript, and images, leading to inefficient use of resources and slow loading speeds. A Single Page Application a…  ( 4 min )

I like testing new browsers, these days I use Firefox more than chrome, but I always have Opera and Edge. Today I saw this video https://youtu.be/9YM7pDMLvr4?si=R7X_wdJVqqRB3TNB Andreas explaining what is Ladybird browser and why they are developing it. So I went to https://github.com/LadybirdBrowser/ladybird checked out the code and build it on WSL2 Windows 11, took around 3 hours to compile and finally it worked UI looks similar to Firefox and feels like #Netscape in 1999, and it is developed actively, I hope we have a new and free browser because feels like Firefox is not that free anymore and Google has been too strong on browser market, it would be nice to have a real non-profit browser here. Maybe government/countries should support this kind of organizations otherwise browsers or OSes becoming like citizen monitoring tools and used for profit and manipulation, After we say internet is a human right that human should have the option of non monitored communication use in their home. And in the YouTube video Andreas talks about SerenityOS which looks very similar to Windows 95, good old days. It is a good idea to have unix like OS as desktop. But remember this year is the Linux desktop year :D Reference: https://ladybird.org/ https://serenityos.org/  ( 3 min )

Introduction In frontend development, engineers frequently face the decision of whether to build their own libraries or leverage existing open source solutions. While creating custom libraries can offer certain advantages, the modern development landscape increasingly favors using well-established open source libraries. This article examines both approaches to help teams make informed decisions. Perfect Fit for Your Needs Custom libraries can be designed specifically for your project's requirements No unnecessary features or bloat that comes with generic solutions Ability to make architectural decisions that align perfectly with your stack No Dependency Risks Complete control over updates and maintenance No concerns about open source projects being abandoned Avoid "dependency hell" where…  ( 4 min )

Em janeiro, decidi tirar minha ideia de SaaS do papel. O objetivo? Aprender na prática como levar um produto do conceito à loja. Confesso que foi uma onda de desafios (e ainda está sendo!). Como era meu primeiro projeto, cometi vários equívocos. Eu queria compartilhar alguns abaixo ⤵️ — e como eles estão me ajudando a evoluir: 🔥 Planejamento impulsivo   Fui direto da ideia para a solução, sem mapear etapas ou prazos. Resultado? Retrabalho e ansiedade. Hoje, priorizo ferramentas de gerenciamento e cronogramas flexíveis para manter o foco sem engessar a criatividade. 🔍 Validação superficial   Criei o SaaS para resolver meu problema, mas não validei se era uma dor real do mercado. Consequência? Perdi tempo competindo com soluções já consolidadas. Aprendi que entrevistas com potenciais usuários são tão importantes quanto o código. 💸 Precificação "no feeling"   Foquei em funcionalidades incríveis, mas não pensei em como monetizá-las de forma atraente. Lição? Agora estudo modelos de precificação antes de sair desenvolvendo novas features, usando cases de sucesso como referência. ✨ O saldo positivo?   Esses tropeços me deram algo valioso: clareza. Hoje entendo melhor que errar faz parte do processo — desde que cada erro vire um degrau para iterar. E você? Já passou por situações assim em seus projetos?  ( 3 min )

Please give me tips to help me learn how to make my code better than ever before!!!!???? Please?  ( 2 min )

When developing applications that involve Bluetooth Low Energy (BLE) communication, you might encounter connection issues with certain BLE devices. In this guide, we will focus on troubleshooting a case where one BLE device connects successfully while another fails to establish a connection even after initial setups seem correct. This situation can lead to frustration, especially if logs indicate that connections are attempted but not finalized. Let's explore some common reasons for this behaviour and how to address them effectively. Understanding BLE Connection Process Bluetooth Low Energy (BLE) allows for low-power communication between devices. Each BLE device offers various services and characteristics. Establishing a connection typically involves several steps, from enabling the Bluet…  ( 5 min )

As the DevOps landscape evolves, tracking the right KPIs (Key Performance Indicators) becomes more than a performance metric it becomes a strategy for continuous improvement, team alignment, and business value delivery. In 2025, DevOps is not just about shipping code faster. It's about delivering resilient, scalable, and secure systems while maintaining harmony across development and operations. Here’s a look at the most relevant KPIs DevOps teams should track in 2025 to ensure performance, productivity, and reliability are all on target. Deployment Frequency Why it matters: This KPI measures how often you deploy code to production. High-performing DevOps teams typically deploy multiple times per day. How to improve: •Automate CI/CD pipelines •Embrace feature flags and trunk-based development •Encourage smaller, incremental releases Pro tip: Pair this metric with Change Failure Rate to ensure quality isn't sacrificed for speed. Lead Time for Changes Change Failure Rate (CFR) Mean Time to Recovery (MTTR) System Uptime & Availability Developer Productivity Infrastructure as Code (IaC) Coverage Security Scan Success Rate Final Thoughts Want to dive deeper? Top DevOps KPIs to Boost Your Performance in 2025  ( 4 min )

Hey dev.to! GAEB4Linux, which aims to bring native support for GAEB files (a German construction industry standard) to Linux. GAEB is a widely used XML-based format for exchanging construction data in Germany. It’s essential for things like bills of quantities, tender submissions, costing, and invoicing. There are plenty of GAEB software tools available, but almost all of them are Windows-only or commercial. Linux users in the construction industry currently have no solid open-source solution to handle GAEB files. The goal is to create an open-source GAEB file viewer/editor for Linux (written in Java for cross-platform compatibility). The initial version will support: Viewing GAEB XML files (e.g., .X83, .X84), Entering bid data and prices for tenders, Later stages could include additional features like full AVA (tendering and invoicing) functionality. 🌱 Current Status: Right now, I’m in the early planning phase – no code has been written yet. I’m designing the system, figuring out the core features, and planning how to integrate the GAEB XML structure. Developers familiar with Java, XML, and GUI design (Swing/JavaFX, etc.), Anyone with experience in the construction industry or knowledge of GAEB/AVA workflows, Designers or UX/UI specialists who can help build an intuitive interface, Feedback from anyone who has worked with GAEB or similar standards. I’m planning to host the project on GitLab, and I’ll set up a chat (Discord/Matrix) for discussions and collaboration. Would love to hear your thoughts or suggestions, and I’m open to any tips from anyone who has experience with GAEB file handling. Thanks for reading! —Klaus  ( 3 min )

Google's SGE Is Destroying Traditional SEO - 2025 Survival Guide The Hard Numbers # 2025 SGE Impact Data traffic_drop = 42 # Percentage decrease queries_affected = 68 # Percentage of searches publishers_impacted = 87 # Percentage - Traditional blog format + Discussion-style content with: • Real user testimonials • Expert roundups • Problem/solution framing Case Study: "After converting our API guide to Q&A format, SGE visibility increased 29% while traditional rankings remained stable." Old SEO Approach New SGE Optimization "JavaScript frameworks" "Which JavaScript framework works best for large SaaS applications?" const aiResistantContent = [ 'Interactive code sandboxes', 'Original research studies', 'Step-by-step video walkthroughs' ]; Yes, but focus has shifted to long-tail, problem-solving queries. Most sites report 35-50% drops on informational queries. ⚠️ Dangerous - instead enhance with unique insights and first-hand experience. Want the complete SGE guide? Grab our free 2025 SEO guide.  ( 3 min )

Introduction This article explores the role of AI in the IT industry, highlighting its opportunities and challenges while providing insights into the future of AI in technology. Opportunities of AI in the IT Industry How AI Reduces Manual Work Machine Learning in Cybersecurity AI in Big Data Processing Challenges of AI in the IT Industry Risks of AI in Data Processing AI Talent Gap in the IT Industry Training & Upskilling IT Professionals Dependency on AI & Job Displacement Future of AI in the IT Industry AI & IoT Integration As AI advances, IT companies must balance automation and human expertise, ensuring a future where AI enhances innovation while maintaining ethical standards. FAQs How does AI improve IT security? What are the biggest challenges of AI in IT? Can AI replace IT professionals? What are the ethical concerns related to AI in IT? How will AI shape the future of the IT industry?  ( 6 min )

If you've spent time working with JavaScript's asynchronous model, you know that its single-threaded nature is both a blessing and a curse. On one hand, you don't have to worry about complex locking mechanisms. On the other, you might stumble into weird issues where your code just... never runs. One such issue is starvation. In the context of JavaScript, starvation refers to a situation where a task is perpetually delayed because the event loop is constantly busy with other tasks—usually of higher priority or those scheduled more frequently. Since JavaScript executes code in a single-threaded environment using an event loop, starvation can occur when: Long-running synchronous code blocks the event loop. Microtasks (Promises, MutationObservers, etc.) continuously prevent macrotasks (like se…  ( 4 min )

This guide details the full process for migrating the Application Tier (middle tier) of Oracle EBS R12.2.x to a new Unix/Linux platform while retaining the Database Tier unchanged. 🎯 Objective Current patch levels ✅ Requirements & Restrictions 🛠️ Source System Preparation Step-by-step: echo $FILE_EDITION # should return "run" Apply Required Patches adop phase=apply patches=21255247,22391154 apply_mode=hotpatch adop phase=apply patches=22259926 apply_mode=hotpatch Run AutoConfig sh $AD_TOP/bin/adconfig.sh contextfile= Run adpreclone cd $INST_TOP/admin/scripts perl adpreclone.pl appsTier Update Snapshot via AD Administration Menu: Maintain Applications Files → Maintain Snapshot Information → Update Current View Snapshot → …  ( 5 min )

Expedition 33 publisher: "Elder Scrolls: Oblivion didn’t seem to harm us at all" 35% of Expedition 33 players also played the Elder Scrolls remaster | Publisher Kepler hails Xbox thegamebusiness.com  ( 2 min )

$50 masterpiece in an $80 industry. Cost ≠ Quality - Imgur Discover the magic of the internet at Imgur, a community powered entertainment destination. Lift your spirits with funny jokes, trending memes, entertaining gifs, inspiring stories, viral videos, and so much more from users. imgur.com  ( 2 min )

Creating a login page for your project is essential for user authentication and security. In this article, we'll walk you through the process of adding a SQL-based login page to your existing project. You can access the project at this GitHub link, where the fundamental files are stored. By the end of this tutorial, you'll understand how to implement a basic username and password entry system. Understanding the Importance of User Authentication User authentication is critical for any web application that requires user privacy and data protection. By allowing users to enter their username and password, you can ensure that sensitive information and resources remain secure. Database Setup for Username and Password Storage To add user authentication, we need a database to store the username an…  ( 5 min )

A post by AI News  ( 3 min )

Brave’s Latest AI Tool Could End Cookie Consent Notices Forever “An LLM analyses each site’s content to detect unblocked cookie consent notices and suggests ways to block them.” analyticsindiamag.com  ( 3 min )

Duolingo said it just doubled its language courses thanks to AI | The Verge There are 148 new courses. theverge.com  ( 3 min )

TL;DR: LLMs are great, but they’re not your safety net. Please, for the love of all things holy, test your code. We’re in the golden age of vibe coding. LLMs scaffold our code, fix our syntax, and fill in the blanks. We’re thinking more about architecture and less about syntax—and that’s great. But in all this abstraction, we sometimes skip something essential: testing. AI doesn’t run your code. It doesn't know if that method exists, if that call will throw an error, or if that edge case breaks everything. It’s bluffing with confidence. You can’t vibe your way through correctness. You need tests to know your code behaves the way you think it does. 🛡 Confidence to refactor without fear 🧠 Clarity around what your code is supposed to do 🔄 Continuity when you revisit the code 6 months later 🤝 Collaboration with teammates who now understand the logic A mentor once told me: “Start at the center—your happy case. Then go left, right, and fall off the line.” Say your function expects a positive integer. Start with 42. Then try: 0, -1, Infinity, -Infinity A string ("hello"), a float (3.14), or null Now take it further: What if the parameters are undefined? What if the database call fails? What if the API returns malformed or missing data? What if a field you depend on is null? The real world is messy. Your tests should be ready for that. As we stop writing every line ourselves, we need to start questioning every line more. AI will get you to “working”—but testing gets you to “works when it matters.” AI bluffs. Don’t let it bluff you into a broken release.  ( 3 min )

Trailblazers and Innovators: How Tech Titans Redefine Leadership and Spur Global Innovation Introduction In the fast-paced world of technology, certain individuals stand out as trailblazers and innovators. These tech titans not only redefine leadership but also drive global innovation with unprecedented fervor. From Elon Musk to Sundar Pichai, their unique approaches and visionary ideas continue to shape the digital landscape. Tech titans have redefined what it means to be a leader in the 21st century. Gone are the days of conventional top-down management. Here’s how they lead: Visionary Thinking: Leaders like Elon Musk thrive on ambitious goals. Musk's work with SpaceX and Tesla exemplifies how visionary thinking catapults industries forward, from reusable rockets to electric…  ( 4 min )

Crossing the future easily with Smart Cross  ( 2 min )

Grumphp es un orquestador que permite configurar el uso de herramientas de código estático para PHP. Hasta hace relativamente poco tiempo he usado W4D como entorno de desarrollo en mis proyectos, pero hace un año me tocó probar Ddev para un proyecto y desde entonces me enamoré de todo lo que aporta este software. Ahora toca migrar proyectos que tengo con W4D a Ddev y una de las cosas que toca migrar es Grumphp. Para instalar Grumphp yo uso el paquete de Carcheky que está preparado para funcionar con Drupal y luego lo personalizo. Ejecuto el siguiente código para instalar el paquete: composer config extra.grumphp --json '{"config-default-path": "vendor/carcheky/drupal-grumphp/configs/grumphp.yml"}' ; composer require --dev carcheky/drupal-grumphp -W Una vez instalado copio el archivo grumphp.yml que se encuentra en vendor/carcheky/drupal-grumphp/configs/grumphp.yml a la misma altura del archivo composer.json En el archvio composer.json busco la configuración de grumphp y actualizo config-default-path de la siguiente manera: "grumphp": { "config-default-path": "grumphp.yml" } En el archivo grumphp.yml que hemos copiado a la raíz del proyecto buscamos la configuraciónde git_hook_variable y lo actualizamos de la siguiente manera: git_hook_variables: EXEC_GRUMPHP_COMMAND: ddev exec php Por último en la consola ejecuto el siguiente comando para actualizar la configuración del hook pre-commit ddev exec grumphp git:init De esta forma actualizaremos el hook pre-commit de nuestro proyecto (los hooks pre-commit están en la ruta '/.git/hooks/pre-commit`y el archivo queda así: `bash DIFF=$(git -c diff.mnemonicprefix=false -c diff.noprefix=false --no-pager diff -r -p -m -M --full-index --no-color --staged | cat) export GRUMPHP_GIT_WORKING_DIR="$(git rev-parse --show-toplevel)" (cd "./" && printf "%s\n" "${DIFF}" | ddev exec php 'vendor/bin/grumphp' 'git:pre-commit' '--skip-success-output') `  ( 3 min )

📘 Why This Blog? When I first encountered the Builder Design Pattern, it felt over-engineered—like too many classes just to build an object! clicked. This devblog is my honest take on helping you understand the Builder Pattern—the way I wish someone had explained it to me. The Builder Pattern helps construct complex objects step by step. In simple terms: You control the construction process, one method at a time. You might be looking at a Builder Pattern if you see: A class with many constructor parameters (some optional). Code like: IUser user = new User.Builder().setName("Alice").setAge(30).build(); A nested static Builder class or a separate builder class that returns the same object. public class User implements IUser { private final String name; private final int age; …  ( 4 min )

Written by David Omotayo✏️ The React compiler is one of the biggest updates to the React framework in years. Last year, the React team released a beta version. Around that time, I wrote an article called “Exploring React's Compiler: A Detailed Introduction”. It unpacked the core idea behind the compiler and showed how it could improve React development by automatically handling performance issues behind the scenes. When the beta dropped, the React team encouraged developers to try it out, give feedback, and contribute. And many did. A standout example is Sanity Studio. They used the compiler internally and shipped libraries like react-rx and @sanity/ui that are optimized for it. Thanks to contributions like these, the React team officially released the first Release Candidate (RC) on Apr…  ( 10 min )

📘 Series: Becoming a Great Product Manager Chapter 5: Cross-Functional Teamwork Done Right Being a product manager means wearing many hats, but it never means working alone. The success of your product depends on how well you collaborate with designers, developers, QA, marketing, and more. In this chapter, we’ll break down what cross-functional collaboration looks like when it’s done right and how you can foster it on your team. Great PMs don’t just coordinate. They listen, learn, and empathize with every function. Understanding the goals and constraints of each role builds trust and leads to better decisions. Example: Your designer is pushing back on adding another button to a crowded screen. Instead of insisting, you ask about the visual hierarchy and UX implications. …  ( 5 min )

Ever felt like you're drowning in data? You're not alone. In today's digital world, applications generate and consume information at an unprecedented rate. Choosing how and where to store that data in the cloud is one of the most fundamental – and often confusing – decisions architects and developers face. Pick the wrong type, and you could end up with slow performance, skyrocketing costs, or an architecture that just doesn't scale. You look at the AWS console, and the options seem endless: S3, EBS, EFS, FSx... what's the difference, and when should you use each? It feels a bit like walking into a massive hardware store looking for a screw – you know you need something to hold things together, but the sheer variety of options is overwhelming. (Intro/Hook: Relatable problem - data deluge an…  ( 9 min )

1. defer: Cleanup with Guaranteed Execution What it does: Runs a function after its parent function finishes. package main import "os" func main() { file, _ := os.Open("data.txt") defer file.Close() // Deferred cleanup } Memory Segmentation +-------------------+ Lowest Address | Code | |-------------------| | main() | // Compiled instructions | os.Open() | // File-opening logic | file.Close() | // Cleanup instructions +-------------------+ | Data | |-------------------| | "data.txt" | // Filename (immutable) +-------------------+ | Stack | |-------------------| | main() frame | | file (pointer) →| // Points to OS resource +-------------------+ | …  ( 4 min )

Have you ever opened a massive codebase and wished you could jump straight to the definition of a function, class, or variable without scrolling endlessly? That's exactly what CTags is for. In this post, we’ll break down what CTags is, how to use it, and—most importantly—how to read a tags file CTags (short for "C Tags") is a tool that scans your code and generates an index of where functions, variables, classes, and other identifiers are defined. This index is saved in a file called tags. Suppose you have this simple math_utils.py file: def add(a, b): return a + b def subtract(a, b): return a - b Run this in your terminal: ctags -R . You’ll now see a file called tags in your directory. tags File? Here’s what it might look like: add math_utils.py /^def add(a, b):$/;" f s…  ( 4 min )

Have you ever wanted to notify users when they lose internet connectivity in your React app? Today we build AppShell component together that monitors the browser's online/offline status and shows a user friendly message when the user goes offline. Realtime apps (like chat, stock tickers, etc.) depend on live connectivity. Offline-friendly experiences build trust and reliability. It's surprisingly easy to implement. Lets Wrap the entire app (or any major layout component) with AppShell: navigator.onLine: Detects the initial connection status. window.addEventListener("online"/"offline"): Reacts to changes in network status. useEffect: Registers and cleans up event listeners when the component mounts/unmounts. Let me know how you're handling offline states in your apps :)  ( 3 min )

Developers will be able to use Apps Script to create their own custom Workspace Flows triggers and actions. #googlecloudnext #googleworkspace #appsscript Follow youtube.com/@googleworkspacedevs  ( 4 min )

Introduction If you're new to Angular and transitioning from server-side development, one common challenge is configuring your application to dynamically connect to your Spring REST API. While hardcoding URLs might be the simplest immediate solution, it often causes issues when deploying to different environments. In this article, we will discuss various approaches to effectively manage API URLs in your Angular application, ensuring a smooth deployment process. Understanding API URL Management When building applications that interconnect with REST APIs, it's crucial to manage API URLs efficiently. Typically, during development, you'd use one server endpoint (localhost), while production might require a completely different URL. Hardcoding API endpoints makes it challenging to adapt to thes…  ( 5 min )

Closures in Go are powerful but come with hidden memory implications. By capturing variables from their surrounding scope, they force the compiler to decide: Should these variables live on the stack or heap? Let’s dissect real-world examples to see escape analysis in action. The Code package main func counter() func() int { count := 0 // Escapes to heap (captured by closure) return func() int { count++ return count } } func main() { // Closure captures heap-allocated variable c := counter() println(c()) // 1 println(c()) // 2 // Loop closure pitfall var funcs []func() for i := 0; i < 3; i++ { funcs = append(funcs, func() { println(i) // i escapes to heap…  ( 4 min )

Go’s functions are deceptively simple. Features like multiple returns and named returns feel ergonomic, but they quietly shape how memory is allocated and managed. Let’s dissect their impact on stack frames and uncover when the heap sneaks into your function calls. The Code package main // Multiple returns (stack-allocated) func sumAndDiff(a, b int) (int, int) { return a + b, a - b } // Named returns (stack by default, heap if escaped) func calcTax(price float64) (tax float64, err error) { tax = price * 0.07 return // Implicit return } // Heap escape: returning a pointer to a stack variable func riskyCalc() *float64 { result := 42.0 // Escapes to heap (returned pointer) return &result } func main() { sum, diff := sumAndDiff…  ( 4 min )

It all started back in 3rd sem — during one of my computer lab session. My friend had just executed his code — and it worked perfectly. So what happened? He had to log into Gmail on the lab PC That’s when I had this thought: Googled and found already existing ones like dontpad So, for the next couple of weeks, all of us started using dontpad — mostly just copy-pasting code, sharing it as soon as someone got it working. Whoever cracked the problem first would dump the code there, and the rest of us would just grab it and run. Then one day, I was sitting in class and noticed how our teacher logged into her Gmail just to download a PPT and present it to the class. That moment stuck in my mind — but I got busy with other things and didn’t think much of it. A few days later, one of our teachers…  ( 4 min )

Tired of staring at a loading spinner while the AI thinks? Wish you could just yell "Stop!" when it goes off track? This guide shows you how to get AI answers *instantly by streaming LLM responses word-by-word, and cut them off anytime, using a simple PocketFlow LLM Streaming Example.* We've all been there. You ask an AI a question. You wait. Maybe it's brilliant, maybe it's... weird. What if you could see the answer appear as it's typed and hit an "eject" button if it's not what you want? That's LLM Streaming (seeing it live) and User Interruption (hitting stop). Instead of getting a whole essay dropped on you, text pops up piece by piece. It feels way faster. Plus, the stop button puts you in charge, saving time and maybe even cash on API calls. What you'll learn in this easy guide: Wh…  ( 10 min )

Aunque la idea de un marketplace de temas de Drupal me parece buena y creo que puede ser un buen impulso para Drupal como producto y, por lo tanto, para la comunidad de Drupal, estas son mis dudas, miedos, o todo junto y mezclado. Cuando hablamos de un marketplace de temas de Drupal, me viene a la cabeza el marketplace de WordPress. Es cierto que ese marketplace funciona bien y posiblemente haya sido uno de los éxitos de WordPress para ser el producto que es hoy en día, ya que permitía a una persona sin conocimientos técnicos tener una página web bonita y operativa. Pero tenemos que tener en cuenta lo siguiente: un porcentaje elevado de sitios construidos con WordPress usan únicamente los dos tipos de contenidos que vienen por defecto en WordPress: página y blog. Tener una arquitectura de …  ( 4 min )

Yo, Guys! mari mabar. Jadi gini, pas kita lagi ngoding aplikasi, mau itu web app, mobile, atau bikin API pasti bakal ada momen kita nerima input dari user, kan? Entah itu form registrasi, data login, upload file, atau apa pun lah. Nah, data yang masuk ini nggak bisa langsung kita percaya gitu aja. Sebelum diproses atau dilempar ke database, kita wajib pastiin dulu datanya itu valid, lengkap, dan formatnya sesuai sama yang kita harapkan. Proses ini, ya kalian udah tau lah, namanya Validasi Data. Tapi sering banget muncul pertanyaan klasik nih di kalangan developer, termasuk kita-kita: "Bro, validasi di frontend aja cukup nggak sih? Kan udah dicek di browser user. Atau mending di backend aja biar lebih secure?" 🤔 Simple answer: Nggak cukup satu, Guys. Harus dua-duanya. Validasi itu kudu jal…  ( 6 min )

Incidents in cloud and SaaS tools block users just as hard as faults in your own code. The fix comes faster when the same on-call queue covers both. IsDown now plugs straight into Better Stack through a native API connection. Every outage that IsDown detects shows up as an incident in Better Stack, follows your existing escalation rules, and clears automatically once the vendor recovers. Vendor downtime seldom triggers your own uptime probes—the traffic never reaches you. IsDown closes that gap by checking hundreds of official status pages round the clock. When those signals land inside Better Stack, responders work from a single incident list. No tab-hopping, no split workflows. A shared queue also tightens communication. Stakeholders follow one channel, post-mortems cover both internal a…  ( 4 min )

** ** What is data? Data, in its simplest form, is raw, unprocessed facts and figures. It can be numbers, text, images, or any other form of information that can be stored and processed by computers. Data becomes meaningful information when it is analyzed, interpreted, and placed in context. Therefore, Data is the basic unit of information before it's been organized, analyzed, or interpreted. What is information? In data science, splitting your dataset effectively is an important initial step towards building a robust model. Generally, you'll want to allocate a larger portion of your data for training, very often around 70%-80%, with the remaining 20%-30% for testing. This allows the model to learn from a substantial amount of data while still retaining enough unique data points to test …  ( 8 min )

This is a submission for the Amazon Q Developer "Quack The Code" Challenge: Exploring the Possibilities This project demonstrates how to create a .NET application that sends messages to Amazon SQS with multi-region capabilities, allowing it to be agnostic about which regional SQS endpoint the message is being sent to. The routing is controlled via Amazon Route53 weighted routing rules, enabling seamless failover between regions. Amazon SQS is a regional service, but many applications require multi-region resilience. This project demonstrates how to achieve global availability for SQS, similar to what AWS has already implemented for services like: Amazon S3 Global Accelerator: Provides global endpoints that route to the nearest regional bucket Amazon EventBridge Global Endpoints: Enables mu…  ( 5 min )

This is a little program that I made as apart of project on Codecademy. The logic and search process is super simple. I am still pretty proud as i'm barely learning c++. I was just wondering how I could make the search much more efficient or even the program as a whole. This is the code I wrote. bool contains_target(const std::string& word, const std::string& target){ int word_length = word.length(); int target_length = target.length(); if(target_length > word_length) { return false; } for(int i = 0; i <= word_length - target_length; i++){ if(word[i] == target[0]){ std::string sub = word.substr(i, target_length); if(sub == target){ return true; } } } return false; }  ( 3 min )

Recently, I ran into a pretty common problem while working on a Spring Boot project with SonarCloud: test coverage wasn't being reported correctly. Even though my tests were running fine, SonarCloud was showing 0% coverage. 🤯 After digging through the docs and trying different configurations, I finally got everything working. Here's exactly what I did, in case it helps you too. mockito-inline dependency One issue I had with Mockito was mocking final classes or static methods. To solve this, I added the following dependency to my pom.xml: org.mockito mockito-inline 5.2.0 test The JaCoCo plugin needs to be configured correctly to generate the jacoco.xml file, which is …  ( 4 min )

100DaysofCode - Day 16: Today, I started working on Python projects on FreeCodeCamp.org to practice what I’ve learned so far. In 2–3 days, I’ll begin learning HTML, which will open the door to web development—a key skill for many tech roles, including AI and app development.  ( 2 min )

The Remote-Preneur Reality: What Most Developers and Freelancers Don't See Coming Matt Johnson ・ May 5 #remotework #entrepreneurship #productivity #freelancing  ( 2 min )

TS1436: Decorators must precede the name and all keywords of property declarations TypeScript is a robust, statically-typed programming language designed as a superset of JavaScript. Simply put, it enhances JavaScript by adding type definitions (a way to explicitly define the type of values) and other powerful features like interfaces, enums, and decorators. This makes it easier to work with larger codebases and prevent runtime errors by catching issues during the compile time. For those just starting out, think of TypeScript as a tool that adds structure and safety to JavaScript without changing its core nature. If you're building complex applications or working in a collaborative team, TypeScript helps make your code predictable, maintainable, and scalable. Type definitions form the c…  ( 6 min )

🚀 Have you ever wondered when you open up any program like VLC Player (music player) What happens? How it comes on your PC's screen? How it uses your resources and runs on your machine? Well, there are many workers who are responsible of running a process. 📔 But wait before starting anything, what is a program and process ? Whenever someone writes code lines in a file (let say java) which we call a set of instructions class Test { public static void main (String[] args){ System.out.println("Hello world"); } } Above code written is nothing but we are trying to tell the computer that load the Test class, call the main() method and print "Hello world" on our screen. Now this set of instructions File is called a program (a fancy word) and when we run (execute) our progra…  ( 7 min )

This is the part 2 of the blog covering switch expressions in Java. If you haven't read part 1 yet, please give it a read here as it would cover some of the basic understanding of the switch expression and pattern matching in switch. Java compiler doesn't force exhaustiveness in switch statements, whereas switch expression are expected to be exhaustive. What really is exhaustiveness? Exhaustiveness ensures that all possible cases are handled in a switch expression, either explicitly or with a default case. For example, When you use an enum type, switch must cover different values of the enum. This is not limited to enums, its applicable to all the types switch supports. Look at the below versions of code, former one with switch statement and the later with switch expressions. This snippet…  ( 6 min )

Welcome to the Future, Where Databases Have Superpowers Hey there, fellow code wrangler! 👋 Remember when databases were just boring tables of data? Well, buckle up, because we're about to dive into the world of vector databases – the cool kids on the block that are making AI-powered search feel like magic. But don't worry, I promise not to make your brain ooze out of your ears. Let's keep it fun, shall we? Imagine you're at a party (yes, developers do attend parties occasionally), and you're trying to find someone who shares your passion for obscure 80s sci-fi movies. In a regular database, you'd have to go person by person, asking, "Do you like 'Buckaroo Banzai'?" Exhausting, right? Now, picture a party where everyone's interests are floating around them like colorful bubbles. You just…  ( 5 min )

This diary-tutorial hybrid tracks my first months with Google’s Agent Development Kit (ADK) — pure experience, insight sharing, and nothing else. The ADK is Google’s open-source framework for designing, chaining, and shipping autonomous AI agents. If you are unfamiliar with this framework, read my beginner guide to build AI agents quickly. You don’t need many AI agents, one for each task. An agent can call as many tools as it needs. AI independently decides what tool it should use and when. Write a precise prompt and correctly declare what tools AI can access and when it should be used. You should care what you save in the session state. AI agents could save the output to the session state, and different agents in your AI pipeline could access it. While developing, you should navigate to t…  ( 5 min )

If your organization relies on software to deliver value, APIs are already at the epicenter of your digital infrastructure. They connect your systems, enabling you to scale through integration and automation and deliver superior customer experiences. But what’s often overlooked is that APIs are only as reliable as your ability to test them effectively. Unlike traditional UI testing, which focuses on the frontend layer, testing them gives you visibility into the actual mechanics of your app—the business logic, the rules that drive decisions, and the integrations that connect your systems. If you don’t validate that layer thoroughly, you leave core functionality exposed, increasing security risk. In this blog post, we’ll explore API testing in detail: its types, benefits, prerequisites, best…  ( 11 min )

Learn how Support Vector Machines find the optimal hyperplane to classify complex data with precision and power. In the era of ever-growing data, choosing the right algorithm to make sense of it all is crucial. One such powerful and versatile tool is the Support Vector Machine (SVM) — a supervised learning model known for its ability to classify complex datasets with remarkable accuracy. In this blog, we’ll break down how SVMs work, the intuition behind them, their mathematical foundations, and how you can implement them in real-world applications. Whether you're just starting with machine learning or looking to solidify your understanding, this guide will equip you with the essentials. This simple yet powerful concept forms the foundation of SVMs. By maximizing this margin, SVMs achieve …  ( 6 min )

As part of the Google GenAI Exchange Program, I completed the course "Inspect Rich Documents with Gemini Multimodality and Multimodal RAG", which dives into the power of multimodal AI for document inspection and analysis. Gemini Multimodality combines the capabilities of language models with image and document analysis, enabling AI to understand not just text, but images and other media within documents. The course introduced me to Multimodal RAG (Retrieval-Augmented Generation), a method that enhances AI’s ability to retrieve and generate information from multiple sources, making document inspection smarter and more efficient. Through this course, I learned how to apply these techniques for document parsing, intelligent search, and extracting insights from complex datasets. By integrating Gemini’s multimodal capabilities, I can now inspect and analyze rich documents, unlocking new possibilities in document automation, content generation, and knowledge extraction.  ( 3 min )

I'll start this post by saying that it's been a while since we got the first version of the CRON, which became de facto a default task scheduling tool for developers. Even more, cron jobs are older than me and I'm not that young. When I first got into software development, we used to deploy our code on EC2 instances and have a minimal continuous delivery setup realized via webhooks that triggered the git pull command and restart nginx, but we also had a bunch of recurring tasks That had to be invoked at midnight (classic example). Some of them had to run every couple of minutes. I remember learning the cron syntax at that time, it felt almost like RegExp, but surely, it was 1000 times easier, however, this is not what I want to talk about. Over time, a lot of tools that I used for softwar…  ( 7 min )

I recently completed the "Develop GenAI Apps with Gemini and Streamlit" course as part of the Google GenAI Exchange Program. This course focused on building interactive, user-friendly GenAI applications by combining Gemini, a powerful language model, with Streamlit, a framework for quickly developing web apps. Through hands-on practice, I learned how to integrate Gemini’s natural language understanding capabilities into Streamlit apps, enabling them to generate dynamic and relevant responses. Streamlit made the process of building these applications faster and more intuitive by offering simple tools to create interactive user interfaces. By the end of the course, I gained the skills to deploy AI-powered apps that can handle user input, process data, and generate real-time results—all with minimal code. This has opened up new possibilities for creating intelligent, real-world applications that leverage the power of Gemini and Streamlit.  ( 3 min )

The Remote-Preneur Reality: What Most Developers and Freelancers Don't See Coming Matt Johnson ・ May 5 #remotework #entrepreneurship #productivity #freelancing  ( 2 min )

We're pleased to announce the release of Neural DSL v0.2.9, which includes an early preview of Aquarium IDE, a new development environment for neural network design. This initial release provides basic visual tools for network design and integrates with Neural's shape propagation system. "Aquarium IDE is our first step toward making neural network development more visual and accessible. While still in early development, we believe this approach will help both beginners and experienced developers better understand their network architectures." — Neural DSL Team Aquarium IDE is a new development environment for neural network design that we're releasing as an early preview. In this initial version, it provides a basic visual interface for designing simple neural networks and viewing tensor s…  ( 6 min )

Originally published at ssojet Slack's Developer Experience (DevXP) team recently implemented significant optimizations to their end-to-end (E2E) testing pipeline, achieving a 60% reduction in frontend build frequency and a 50% decrease in overall build time. These enhancements streamline the continuous integration and deployment (CI/CD) process, allowing engineers to iterate rapidly and efficiently. Slack's existing repository utilizes a CI/CD pipeline that runs E2E tests prior to merging code into the main branch. This process validates changes across the entire application stack, including frontend, backend, and database. However, the team found that frontend builds occurred even when no frontend-related changes were made, leading to unnecessary long build times and resource consumptio…  ( 5 min )

TL;DR: tool for robust embedding creation and management—is now available as a Python CLI and library, making it compatible with any Postgres database, whether it be self-hosted Postgres or cloud-hosted on Timescale Cloud, Amazon RDS for PostgreSQL, or Supabase. This expansion comes directly from developer feedback requesting broader accessibility while maintaining the Postgres integration that makes pgai Vectorizer the ideal solution for production-grade embedding creation, management, and experimentation. To get started, head over to the pgai GitHub. When we first launched pgai Vectorizer, we aimed to simplify vector embedding management for developers building AI systems with Postgres. We heard the horror stories of developers struggling with complex ETL (extract-transform-load) pipel…  ( 7 min )

AI agents are becoming an essential part of modern software systems. They can take user input, reason through goals, and interact with external services to complete real tasks. This makes them useful for building workflows, automation, and product features powered by language models. To support this, OpenAI introduced the Agents SDK on March 11, 2025. The SDK provides a way to define agent behavior, connect to external tools, and manage the flow of actions. They ahve also extended the support for MCP recently. Tools are exposed through MCP (Model Context Protocol), a standard interface that lets agents discover and call functions from any compatible server. Today, we will use the OpenAI Agents SDK to build a working Composio MCP agent. The goal is to show how agents can be connected to re…  ( 10 min )

“Great logs don't just tell you what went wrong — they help you understand why it happened.” Whether you're automating a deployment or writing a bash script to clean up temp files, there's one thing your future self will always thank you for: clear, timestamped, consistent logging. Shell scripts often get the job done fast — but when they go wrong, debugging them can feel like trying to read hieroglyphics in the dark. Logging provides a flashlight. It tells you what ran, when it ran, and how it ran — especially when you're not watching. This post walks you through a compact, reusable logger function for your shell scripts that: Categorizes messages by severity (INFO, DEBUG, ERROR, etc.) Automatically timestamps log entries Writes to a dedicated log file Here’s the complete snippet of the …  ( 4 min )

Imagine a Toddler and Their Toys Now imagine someone asks the toddler to also solve a big puzzle. If the toddler starts working on it alone, they’ll stop playing with their other toys until it’s done. This is similar to how Node.js blocks the event loop during a heavy task. Bringing in the Siblings – The Child Processes Technical View const { fork } = require('child_process'); const child = fork('heavyTask.js'); child.on('message', (msg) => { console.log('Message from child:', msg); }); child.send({ task: 'start' }); Summary Would you like a visual diagram of this toddler analogy?  ( 3 min )

The Scanner class in Java is part of the java.util package and is used to read input from various sources like the keyboard, files, or strings. It provides methods to parse primitive types (int, double, etc.) and strings using regular expressions. 1. Importing the Scanner Class To use the Scanner class, you need to import it: import java.util.Scanner; 2. Creating a Scanner Object You can create a Scanner object to read input from different sources: Read from System.in (Keyboard Input) Scanner scanner = new Scanner(System.in); Read from a File Scanner fileScanner = new Scanner(new File("input.txt")); Read from a String Scanner stringScanner = new Scanner("Hello World 123"); 3. Common Scanner Methods The Scanner class provides various methods to read different types …  ( 4 min )

Introduction Upgrading an application to .NET Core 3 often brings a variety of enhancements, one of which is the option to publish a single-file executable. While this has its advantages, many developers encounter path-related issues during the build process, particularly related to the PublishSingleFile flag. This article addresses a common problem where the executable path defaults to a temporary directory, disrupting access to vital resources. Understanding the Issue When you set the PublishSingleFile flag, the .NET runtime modifies how executable paths are resolved. Instead of locating the executable file in its original directory, it often redirects to a location like /var/tmp/.net/. This behavior occurs due to the way the runtime handles unpacking the single-file executable at runtim…  ( 5 min )

Arrays are fundamental data structures in Java that store multiple values of the same type in a single variable. Fixed size: Once created, the size cannot be changed Indexed: Elements are accessed by their index (starting at 0) Homogeneous: All elements must be of the same type Contiguous memory: Elements are stored in consecutive memory locations // Different ways to declare arrays int[] numbers1; // Preferred syntax int numbers2[]; // Alternative syntax (less common) // Creating arrays with size int[] numbers = new int[5]; // Array of 5 integers (initialized to 0) // Creating and initializing in one line String[] names = {"Alice", "Bob", "Charlie"}; int[] numbers = {10, 20, 30, 40, 50}; // Accessing elements System.out.println(numbers[0]); // Output: 10 System.out…  ( 3 min )

Corre tus tareas recurrentes con Sidekiq Luis Porras for WebdoxCLM ・ Jun 7 '21 #ruby #rails #tutorial #redis  ( 2 min )

Exceptions in Java are events that disrupt the normal flow of a program's execution. They are used to handle errors and other exceptional events that may occur during runtime. Checked Exceptions (compile-time exceptions) Must be declared or handled (using try-catch or throws) Examples: IOException, SQLException, ClassNotFoundException Unchecked Exceptions (runtime exceptions) Not checked at compile time Examples: NullPointerException, ArrayIndexOutOfBoundsException, ArithmeticException Errors Serious problems that applications should not try to catch Examples: OutOfMemoryError, StackOverflowError Exception Handling Keywords try: Block of code to monitor for exceptions catch: Block that handles the exception finally: Block that always executes (for cleanup) throw: Used to explicitly throw an exception throws: Declares exceptions that might be thrown by a method try { // Code that might throw an exception int result = 10 / 0; // This will throw ArithmeticException } catch (ArithmeticException e) { System.out.println("Cannot divide by zero!"); } catch (Exception e) { System.out.println("General exception caught"); } finally { System.out.println("This will always execute"); } You can create your own exception classes by extending Exception (checked) or RuntimeException (unchecked): class MyCustomException extends Exception { public MyCustomException(String message) { super(message); } } Catch specific exceptions rather than general Exception Don't ignore caught exceptions (empty catch blocks) Use finally blocks for resource cleanup Document exceptions with @throws in JavaDoc Consider whether to handle, propagate, or convert exceptions Would you like more details on any specific aspect of Java exceptions?  ( 3 min )

Overview See how MDX solves the problem of writing extremely long pages or articles. In this article, we will show you how MDX can be a powerful solution to speed up the documentation creation process. Have you ever seen a very common problem in many companies, such as outdated documents? Well, in a world where maintaining documents such as policies and privacy, terms and security is crucial. At the same time, having to deal with the fact that you will have to spend precious time writing N pages that have already been written in a document like Word or PDF to an HTML, JSX or TSX page does not seem very pleasant or very smart. Finding efficient ways to create and maintain documents becomes essential. One of the biggest challenges in creating documentation is the time spent retyping conten…  ( 7 min )

Intro Happy revenge of the fifth! This week, I've been working with Python as I learn more about Machine Learning. I thought it'd be a good idea to put together a cheat-sheet that summarizes some of the things I've learned so far. This is a work in progress, and I will be adding more to it as I learn more. Comments, variable assignment, adding, conditionals and printing. rarecandy_count = 0 print(rarecandy_count) # Found 4 more Rare Candy while exploring Route 119 rarecandy_count = rarecandy_count + 4 if rarecandy_count > 0: print("Sweet! Time to grind some levels.") battle_cry = "Pika! " * rarecandy_count print(battle_cry) Output: 0 Sweet! Time to grind some levels. Python follows PEMDAS (Parentheses, Exponents, Multiplication and Division, Addition and Subtraction) order of ope…  ( 9 min )

TLDR: I've tried to optimize my MacOS setup for my personal & work use. The setup uses Karabiner to setup: Karabiner config file: https://pastebin.com/awRX1kE7 For someone who spends many hours at their computer for their day job it's important that you get comfortable with your setup. One portion of being comfrotable with your setup is having nice ergonomics that meet your needs. Most people use the default setup provided to them and never touch settings however I for myself I always had the urge that things were not comfortable using the default setup and I've been more picky with how things are configured. This has led me down the path of trying to optimize my setup for my personal needs. The progression of things that I've tried have gone from using the mac keyboard with default keybin…  ( 8 min )

Hey Devs! 👋 chat with your favorite books like you're texting a friend? 📖💬 BookChatBot, an AI-powered chatbot that can answer questions about a book, using: 🧠 LangChain (for LLM logic) 🌲 Pinecone (for vector search) 🧾 PDF loading and splitting ⚡ Google Gemini (for answering questions) 🧪 Flask (as the web framework) You can find the full code on GitHub: GitHub Repo We're building a chatbot web app that can read PDFs (like a book 📘), store them in Pinecone’s vector database, and allow users to ask questions about the content! Google's Gemini model. 💸 Note: Pinecone’s free tier only allows one index. So for now, you can't dynamically upload new books — but once set up, it's super efficient for Q&A! bookchatbot-/ ├── app.py # Flask app and RAG chain ├── helper.py …  ( 5 min )

The Christmas holiday period always brings some opportunity to sneak in some time for hobby projects. Either its because the rest of the family is still sleeping in during the morning or to just sit with the laptop next to the kids while they look a Christmas movie. During recent years end period there was a lot of excitement about the deepseek model, released open source, so i decided to give it a try to run local. First setting up the environment. From my ethical hacker lab I was already used of using oracle box (with Kali), so I continued in that space. https://dev.to/pavanbelagatti/run-deepseek-r1-locally-for-free-in-just-3-minutes-1e82 Setting up went fast, although there where as usual some extra libraries to upgrade. Also made the rookie mistake to give the VM insufficient disc space :-D First impression: slooooooooooooooooooooooooooooooooooow but also what a fun to use! Planned three homelabs as follow-up: Using python scripts to call the local LLM (update May: done, see next blog post) Play around with different LLMs to measure performance Install stable diffusion to create pictures for this blogpost (if hardware allows it...)  ( 3 min )

This is a simplified guide to an AI model called Qwen3-32b maintained by Prunaai. If you like these kinds of analysis, you should join AImodels.fyi or follow us on Twitter. qwen3-32b represents an optimized implementation of the Qwen3 language model, delivering 2x faster performance through Pruna AI optimization techniques. This model builds on earlier versions like qwen1.5-72b, created by prunaai. The model features dual operating modes - a thinking mode for complex reasoning and a non-thinking mode for general conversation. The model processes text prompts and generates human-like responses with optional intermediate reasoning steps. It supports over 100 languages and provides flexibility in response generation through configurable parameters. Prompt - Text input that can include instructions, questions, or conversation Enable Thinking - Boolean toggle for reasoning mode Max New Tokens - Integer limiting response length (default 512) Text Response - Generated content that can include reasoning steps and final answers The model excels at mathematics, code g... Click here to read the full guide to Qwen3-32b  ( 3 min )

dhvagna-dom What makes dhvagna-dom stand out? Unlike other DOM-ready utilities, this package combines TypeScript support, minimal size (0.7KB), intelligent state detection, and cross-browser compatibility while offering features like optional timeouts and proper event cleanup. It's the smartest choice for modern web development when you need reliable DOM-ready detection without the bloat. A lightweight utility (less than 1KB) to ensure your JavaScript code runs after the DOM is fully loaded, solving the common issue where developers face issues accessing DOM elements due to scripts running before the DOM is fully loaded. Why dhvagna-dom is the top priority choice Advantage over similar solutions Smallest possible footprint 5-10x smaller than alternatives like jQuery (0.7KB vs 30K…  ( 5 min )

You’re not imagining it. The 2 AM GitHub commits, the endless JIRA tickets, the pressure to "just learn AI already" 2025’s developer culture is breaking us. Behind the flashy keynotes about "innovation" and "disruption," a silent crisis is raging: burnout is now the default, not the exception. This isn’t another "work-life balance" lecture. This is about why 40% of senior devs are planning exit strategies by 2026 (2025 Stack Overflow Mental Health Survey), and what we’re really losing when they walk away. 1. The Myth of "Just Keep Learning" The 2025 Reality: AI tools like ChatGPT-5 and GitHub Copilot X can now write 80% of boilerplate code, but instead of freeing us, they’ve raised the bar: "Why aren’t you shipping faster?" Framework Fatigue: React 22, Svelte 6, Vue 4… Learning a n…  ( 4 min )

If you've worked with React or JavaScript modules, you might have noticed that sometimes you write imports with curly braces ({}) and sometimes without them. Ever wondered why? Let’s break it down. A default export allows a module to export a single value. It’s useful when your file exports just one main thing — like a component. // components/Footer.jsx export default function Footer() { return ...; } import Footer from './components/Footer'; 🚫 No curly braces needed for default exports. A named export allows you to export multiple values from a file. You must import them using curly braces. // components/Contact.tsx export function Contact() { ... } export function AnotherHelper() { ... } import { Contact } from './components/Contact'; ✅ Curly braces required for named exports. You can combine both in one file: export default function App() { ... } export function Helper() { ... } Then import like: import App, { Helper } from './App'; Hope this clears up the mystery behind those curly braces! Do you have questions or tips? Drop them in the comments. Follow for more @mahmud-r-farhan https://devplus.fun  ( 3 min )

When migrating a Yii application to a new shared host, you may encounter the warning: session_regenerate_id(): Cannot regenerate session id - headers already sent. This issue typically arises when output is sent to the browser before PHP attempts to modify the session. Let's dive into the causes and solutions for this common problem, ensuring your Yii application runs smoothly on the new server. Understanding the Warning The warning signifies that some output was sent to the browser before your PHP script tried to refresh the session. This can often happen if there are unexpected characters or whitespace before the opening tag in your PHP files. Other causes can include echo or print statements executed before session manipulation. The use of the function …  ( 5 min )

This is a Plain English Papers summary of a research paper called AI Deception: Frontier Models Show Stealth & Awareness in Tests. If you like these kinds of analysis, you should join AImodels.fyi or follow us on Twitter. Research evaluates frontier AI models for deceptive capabilities Focuses on models' ability to engage in stealth and situational awareness Examines potential risks of AI systems developing scheming behaviors Analyzes various threat models including code sabotage and deception Proposes safety evaluation frameworks and countermeasures Current AI models have grown very sophisticated, raising concerns about their ability to deceive or manipulate. The research looks at how advanced AI systems might develop awareness of when they're being tested and adjust their behavior accordingly - like a student who acts dif... Click here to read the full summary of this paper  ( 3 min )

Leapcell: The Best of Serverless Web Hosting MVC stands for Model View Controller, which is an abbreviation for model-view-controller. It is a widely applied software design paradigm. Its core idea is to organize the code by separating the business logic, data, and interface display, and centralize the business logic in one component. In this way, when improving and customizing the interface and user interaction, there is no need to rewrite the business logic. MVC has uniquely developed to map the traditional input, processing, and output functions into a logical graphical user interface structure. MVC is a pattern for creating web applications using the MVC (Model View Controller model-view-controller) design. The specific introduction is as follows: +-------------------+ | Model …  ( 10 min )

This is a Plain English Papers summary of a research paper called Distributed Systems Theory: Yale Course Notes on Consensus, Broadcast & More. If you like these kinds of analysis, you should join AImodels.fyi or follow us on Twitter. Comprehensive course notes on distributed systems theory from Yale CPSC 465/565 Covers fundamental concepts like broadcast protocols, leader election, consensus algorithms Explores advanced topics including Byzantine agreement, failure detection, shared memory Addresses self-stabilization, graph algorithms, population protocols, mobile robots Focuses on theoretical foundations and mathematical models These course notes break down how computers work together in groups to solve problems. Think of it like a team of people trying to coordinate - they need ways to communicate, make decisions together, and handle when team members fail or disagree. The material starts with basic... Click here to read the full summary of this paper  ( 3 min )

Ever feel like you're juggling too many tasks, and letting too many things fall through the cracks? Trying to remember a bunch of things you need to get done, while others are noted in various pages of your notebook, and even more are scattered throughout various emails, texts, and Slack messages? At home you leave out tools and supplies to remind you of those projects you need to get back to. In the front seat of your car you leave boxes and receipts so you don't forget to do whatever it is you need to do with them. Stuff in your wallets, purses, backpacks, notebooks, computers, phones, desks, counters, tables, beds...the list just goes on and on and on. This week, I'd like to help you overcome this craziness with something exceptionally simple, but also immensely powerful. The humble inb…  ( 7 min )

This is a Plain English Papers summary of a research paper called Llama-Nemotron: 2.5x Faster AI Reasoning Without Losing Accuracy. If you like these kinds of analysis, you should join AImodels.fyi or follow us on Twitter. New efficient inference model called Llama-Nemotron combining vertical compression and FFN fusion Achieves 2.5x speedup while maintaining accuracy Focuses on real-world deployment constraints Novel architecture optimizations for resource efficiency Demonstrated success on reasoning and mathematical tasks Llama-Nemotron represents a significant step forward in making AI models faster and more efficient. Think of it like streamlining a car engine - you want the same power but with better fuel economy. The researchers found a way to compress the model vertically (like stacking flo... Click here to read the full summary of this paper  ( 3 min )

A post by Ben Halpern  ( 2 min )

Meme Monday! Today's cover image comes from last week's thread. DEV is an inclusive space! Humor in poor taste will be downvoted by mods. Reminder: Every day is Meme Monday on DUMB DEV ✨  ( 3 min )

What is HTML All The Things? HTML All The Things is a web development podcast and discord community which was started by Matt and Mike, developers based in Ontario, Canada. The podcast speaks to web development topics as well as running a small business, self-employment and time management. You can join them for both their successes and their struggles as they try to manage expanding their Web Development business without stretching themselves too thin. In this episode, Matt sits down with Tom Barrasso from Cloud Phone to explore why flip phones are still relevant in 2025. They discuss the rise of digital detox, who’s using feature phones today, and how developers can still build apps for low-spec devices. From KaiOS and Cloud Phone to nostalgia and screen-time reduction—this is a deep …  ( 5 min )

Abstract License-Token introduces an innovative licensing system that leverages blockchain technology, smart contracts, and digital tokenization to revolutionize open source licensing. This blog post explores the background, core concepts, practical use cases, challenges, and future opportunities of License-Token. We also examine how traditional open source licenses such as GPL, MIT, and Apache compare to License-Token’s cutting-edge approach, and how the platform can empower developers, streamline compliance, and unlock monetization opportunities. Open source software has long been a catalyst for innovation by enabling developers around the world to collaborate, share, and iterate on code. However, existing licensing models struggle with legal complexity, interoperability, and monetizat…  ( 8 min )

Just the other day I was testing a permissions function when I came across something very interesting about Array.prototype.every. So, let me give you a little back story. The function I was testing is a a very simple one that check whether a user has permissions required to access given module or action. This function happened to use the JS array method called every How every works is that it loops through the array and checks whether all items satisfy a provided condition. If it encounters any item that doesn’t it break the loop and returns false, however if all items satisfy the conditions then true is returned. However, there is a peculiar behavior to this method in that if an empty array is used then true is still returned. This is where the concept of vacuous truth comes in // typesc…  ( 4 min )

In my previous post, I discussed a silent failure scenario involving a JavaScript-triggered Action + Plugin setup. This post explores a more structured approach using JavaScript + Action + Plugin, and how to scale it with Power Automate. This approach separates responsibilities cleanly between: Client: JavaScript Logic: Plugins Integrations: Power Automate We start with a JavaScript function that triggers a bound action, keeping the UI lightweight and offloading processing to the server. Xrm.WebApi.online.execute({ entityName: "quote", entityId: quoteId, actionName: "new_CustomWinQuoteAction" }); The Custom Action serves as a reusable interface layer that: Accepts input parameters Supports versioning and audit Can be triggered from JavaScript, Power Automate, or other Plugins A plug…  ( 4 min )

Communication is critical for any business to be successful, as it generates leads and revenues. As a business grows, opportunities for expansion arise. With a USA virtual phone number, you can expand your business in the US without having to establish a physical office. It provides you with a local presence, establishes trust with customers, and keeps business communication structured. And whether you are a growing business or a start-up, having the right provider is what counts. Here we’ll guide you through what virtual phone numbers are, what they do, and the best platforms to use in 2025. Getting a USA virtual phone number is easier than you might think. You don’t need to be physically located in the US to call or text with a number that is US-based. Step 1: Select a trusted virtu…  ( 8 min )

I'm excited to announce a strategic career transition, building on my Ruby back-end programming foundation from Launch School to specialize in DevOps/SRE with a focus on Financial Services Platform Engineering. This carefully planned path leverages my existing terminal-centric workflow, Ruby expertise, and previous IT infrastructure experience to create a high-value specialization where technology meets financial services compliance and security. My 24-month "FinOps Engineering Mastery" roadmap includes: Mastering infrastructure as code, containerization, and cloud architecture Obtaining key certifications including AWS Solutions Architect, Kubernetes Administrator, and more Building a portfolio of platform engineering projects specifically designed for financial services environments Developing expertise in compliance automation and security for regulated industries I'll be documenting this self-directed learning journey through technical articles and open-source contributions. If you work in financial services technology, cloud infrastructure, or platform engineering, I'd welcome the opportunity to connect! DevOps #PlatformEngineering #FinTech #CloudComputing #CareerDevelopment  ( 3 min )

Debugging is a crucial phase in software development, allowing developers to track down and fix bugs in their code. One feature that significantly enhances the debugging experience in Visual Studio (VS) is the ability to view objects' values inline while stepping through your C# code. If you've noticed that your colleagues can see values inline when debugging but you can't, don't worry! This article will guide you through the steps necessary to enable this feature and make your debugging sessions more efficient. Understanding Inline Values in Visual Studio Inline values provide a convenient way to monitor variable states without having to hover over them or check the Watch window. This feature is particularly useful for tracking down issues quickly as it allows you to see how variable valu…  ( 5 min )

En el post anterior vimos cómo convertir un bucle for con incremento distinto de 1, y un bucle for infinito a un estilo completamente funcional utilizando el método iterate() de IntStream. En este post veremos como convertir un bucle foreach de un estilo imperativo a un estilo funcional, además de cómo filtrar elementos de acuerdo a una condición. En Java 5 se introdujo la sintaxis de foreach, la cual se utiliza para iterar sobre colecciones de elementos. Por ejemplo, para iterar una colección de cadenas que representan nombres, podemos escribir for(String name: names){}. En segundo plano, él foreach se convierte, a nivel de código de bytes, para utilizar un Iterator, mientras que el iterator nos dice que hay un elemento, busca el siguiente elemento para procesarlo. En otras palabras, él f…  ( 5 min )

Logging is a fundamental part of software development that provides insights into an application's behavior, making debugging and monitoring easier. A well-structured logging system helps developers understand how an application is running, identify issues, and optimize performance. Why Are Logs Important? Logs serve several critical purposes, including: Debugging & Troubleshooting: Logs help track down issues, especially in production environments where debugging directly is not feasible. Monitoring & Observability: Logs allow teams to monitor application health and detect anomalies. Security Auditing: Logs keep records of critical events, such as user authentication attempts and database queries, which are essential for security audits. Performance Optimization: By analyzing logs, deve…  ( 5 min )

More accurately, I’m over everyone treating it like the only answer. I'm a devout supporter of Web Components and have been preaching the gospel of W3C standards for decades. That guy you always hear muttering "Why use a library when the browser gives you everything you need?" I have lived through five versions of HTML (2,3,4,XHTML,5) and watched as libraries like jQuery and frameworks like Angular have come and gone from the spotlight. And I'm here now to tell you that you never NEEDED any of them and this has never been more true than it is today. Custom Elements, Shadow DOM, HTML Templates. These tools provide everything we need to build robust, modern apps without relying on heavy abstractions. But still, in 2025, the web development world clings tightly to libraries like React. I…  ( 4 min )

database server is a server which uses a database application that provides database services to other computer programs or to computers, as defined by the client–server model.[citation needed][1][2] Database management systems (DBMSs) frequently provide database-server functionality, and some database management systems (such as MySQL) rely exclusively on the client–server model for database access (while others, like SQLite, are meant for use as an embedded database). Users access a database server either through a "front end" running on the user's computer – which displays requested data – or through the "back end", which runs on the server and handles tasks such as data analysis and storage. In a master–slave model, database master servers are central and primary locations of data while database slave servers are synchronized backups of the master acting as proxies. Most database applications respond to a query language. Each database understands its query language and converts each submitted query to server-readable form and executes it to retrieve results. Examples of proprietary database applications include Oracle, IBM Db2, Informix, and Microsoft SQL Server. Examples of free software database applications include PostgreSQL; and under the GNU General Public Licence include Ingres and MySQL. Every server uses its own query logic and structure. The SQL (Structured Query Language) query language is more or less the same on all relational database applications. For clarification, a database server is simply a server that maintains services related to clients via database applications. DB-Engines lists over 300 DBMSs in its ranking.  ( 3 min )

In modern cloud-native environments, compliance, governance, and standardization are critical to ensuring security, operational efficiency, and regulatory adherence. As organizations adopt containerized infrastructure, enforcing consistent policies across platforms like Amazon EKS (Kubernetes-based) and ECS (serverless containers) becomes increasingly complex. At first glance, AWS Config and Kubernetes-native policy engines like OPA Gatekeeper and Kyverno may appear to serve the same function — enforcing rules and ensuring compliance in containerized workloads. But in reality, they operate at different layers, solve distinct problems, and target different scopes of governance. AWS Config is designed for cloud-wide compliance across AWS resources, whereas Kubernetes-native engines are focus…  ( 7 min )

malai is a new open-source tool from the team at FifthTry. It helps you share your local HTTP server with the world — instantly and securely. Built on top of the powerful iroh P2P stack, malai lets you expose your local development environment without deploying it to a public server or configuring firewalls and DNS. Whether you're testing webhooks, giving someone a quick demo, or just want to show off your side project, malai makes it dead simple. Install malai today using: curl -fsSL https://malai.sh/install.sh | sh And run: $ malai http 3000 --public Malai: Sharing http://127.0.0.1:3000 at https://pubqaksutn9im0ncln2bki3i8diekh3sr4vp94o2cg1agjrb8dhg.kulfi.site To avoid the public proxy, run your own with: malai http-bridge Or use: malai browse kulfi://pubqaksutn9im0ncln2bki3i8diekh3sr4…  ( 5 min )

Abstract: License-Token introduces a revolutionary digital asset model that fuses open-source licensing with blockchain-powered finance. This innovative paradigm tackles the longstanding funding and governance challenges within the open-source software (OSS) ecosystem. In this post, we explore the background and context of open source, delve into the core concepts and features of License-Token, review practical applications, and discuss the challenges and future outlook. Whether you are a developer, contributor, or tech enthusiast, this article offers a comprehensive look at how License-Token is set to reshape OSS sustainability while bridging the gap between financial practicality and open collaboration. The world of open-source software has long thrived on collaboration and community in…  ( 8 min )

A data mart is a structure/access pattern specific to data warehouse environments. The data mart is a subset of the data warehouse that focuses on a specific business line, department, subject area, or team.[1] Whereas data warehouses have an enterprise-wide depth, the information in data marts pertains to a single department. In some deployments, each department or business unit is considered the owner of its data mart, including all the hardware, software, and data.[2] This enables each department to isolate the use, manipulation, and development of their data. In other deployments where conformed dimensions are used, this business unit ownership will not hold true for shared dimensions like customer, product, etc. Warehouses and data marts are built because the information in the datab…  ( 4 min )

I’m excited to share my journey of fine-tuning TinyLlama/TinyLlama-1.1B-intermediate-step-1431k-3T, a compact 1.1 billion parameter language model, using Low-Rank Adaptation (LoRA) to classify emotions in tweets from the dair-ai/emotion dataset. LoRA makes fine-tuning efficient by tweaking only a small subset of parameters, perfect for those of us working with limited hardware. You can dive into the full code and resources at my GitHub repo: mrzaizai2k/finetune-tinyllama-lora. Why This Matters Getting Started Exploring the Data Prepping the Dataset Training with LoRA How It Performs What’s Next TinyLlama is a lean, mean machine from the Llama family, designed for efficiency without sacrificing power. Fine-tuning it for emotion classification—identifying sadness, joy, love, anger, fear, or …  ( 6 min )

Cet article traite de la création d'un composant de dialogue (Dialog) avec Riot, en utilisant le CSS Material Design BeerCSS, et de la gestion des événements de clic. Avant de commencer, assurez-vous d'avoir une application de base RiotJS, ou consultez mes articles précédents de la série. Je suppose que vous avez une compréhension de base de Riot ; cependant, n'hésitez pas à consulter la documentation si nécessaire : https://riot.js.org/documentation/ Le dialogue informe les utilisateurs sur une tâche spécifique et peut contenir des informations critiques, nécessiter des décisions ou impliquer plusieurs tâches. Dans un dialogue modal, l'utilisateur est interrompu et interagit avec le dialogue avant de pouvoir continuer à interagir avec le reste de l'application, par exemple en choisissant …  ( 6 min )

In recent years, the notion that “big data is dying” seems to be gaining traction. Some say the big data craze has faded, while others lament the shrinking job opportunities, the increasing complexity of platforms, and the growing intricacy of business demands. But does this really mean big data is dying? I don’t think so. In my view, what’s truly dying is not big data itself, but rather the outdated “dragon-slaying techniques” that no longer have any “dragons” to slay. The “dragon” has evolved, while our weapons remain stuck in the past. Technology needs to evolve, architectures need to be restructured, and capabilities need to be upgraded. To understand the current state and trends of big data, we must first examine how it has evolved step by step. The development of big data can be divi…  ( 8 min )

By Harshit Singh, your coder bhai at wittedtech Oye, backend ke sher! 🦁 2025 mein jab log AI, Web3, aur naya naya tech ke piche bhaag rahe hain, ek language chupke se backend ka sartaaj bana hua hai—Java. Haan, wahi Java jisko tumne college mein “public static void main” se shuru kiya aur socha, “Yeh toh old school hai.” Bhai, yeh old school nahi, gold school hai! Netflix, Amazon, aur woh banking apps jo crores ke transactions sambhalte hain—sab Java ke fan hain. Kyun? Kyunki Java stability ka baap hai, scalability ka dost, aur ecosystem ka multiverse. Chalo, wittedtech style mein iska raaz kholte hain—thodi masti, thodi kahani, aur dher saara gyaan. Ready ho? Let’s code this up! Java: The Backend Ka Baap Stability Jo Dil Jeet Leti Hai Scalability That Says “Bring It On!” Ecosystem: E…  ( 6 min )

When you're building a dynamic frontend—like a game store, product listing, or job board—your UI needs to handle a lot of state: What page are we on? What filters are selected? Are we sorting by newest, most relevant, or trending? What platform, genre, or tags are selected? Managing all of that with separate useState hooks or deeply nested props can quickly become a nightmare. Enter the Query Object Pattern. A Query Object is a single JavaScript object that encapsulates all your query parameters—filter values, sort order, pagination, etc. const [query, setQuery] = useState({ genreId: null, platformId: null, sortOrder: 'relevance', searchText: '', page: 1, }); Instead of spreading your state across multiple hooks: const [genreId, setGenreId] = useState(null); const [platformId, s…  ( 4 min )

When learning programming or data structures, it’s easy to feel like we're making significant progress just by spending a lot of time coding or watching tutorials. We might think that by solving numerous problems or watching endless videos, we are improving our skills. However, after a certain point, we might find ourselves struggling to solve problems we’ve encountered before or feel stuck when faced with new challenges. This is the false sense of progress that many learners experience in their programming journey. At the beginning of learning programming, it’s common to feel like we are advancing rapidly. Solving coding problems and watching tutorials can give us the impression that we're progressing. But when it comes to solving more complex problems or applying what we've learned to re…  ( 5 min )

Limitations of Virtual Machines and Servers? 1. Startup & Shutdown Times: VMs generally take longer to start up and shut down compared to containers, which can impact the speed of deployment and scaling. This delay can be a bottleneck in environments requiring rapid provisioning and de-provisioning of resources. 2. Dynamic Resource Allocation is Complex: VMs rely on hypervisors(such as VMware ESXi, Microsoft Hyper-V) to manage and allocate resources like CPU, memory and storage. This adds complexity because the hypervisor needs to handle various resource demands and ensure fare distribution. (Earlier we would need to Shutdown the VM for changing the allocated resources but now this can be done on a running instance as well but it still needs input/human intervention and its complex) Aut…  ( 4 min )

Tracking Institutional Money: How FII DII Data Tool Transforms Investment Decisions Enter the FII DII Data Tool, a comprehensive dashboard that transforms complex institutional investment data into actionable insights. This innovative platform has been quietly revolutionizing how investors monitor market movements and make decisions. Let's explore why this tool matters and how it's changing the investment landscape. The Power Players: Understanding FIIs and DIIs Foreign Institutional Investors (FIIs) include international entities like pension funds, mutual funds, and investment banks that invest in the Indian market. Their massive capital movements can create significant market momentum. When FIIs pour money into a market, it typically rallies; when they withdraw, markets often tumble. Do…  ( 8 min )

message queues or event streaming platforms play a critical role in enabling this communication. But here's the key question: How reliably is a message delivered from sender to receiver? Let’s break down the three core delivery semantics you’ll encounter in real-world systems 👇 At-Most Once 🔹 Messages are delivered zero or one time No retries, so if something fails — the message is lost no guarantee of delivery 💡 Use case: Monitoring metrics, logs, or telemetry where occasional loss is acceptable. At-Least Once 🔹 Messages are never lost may be delivered multiple times deduplicate on the consumer side 💡 Use case: Order processing, notifications, analytics — where duplicates can be filtered or ignored. Exactly Once 🔹 Each message is delivered only once, no duplicates, no loss very hard to implement complexity, latency, and often performance trade-offs 💡 Use case: Financial transactions, trading systems, accounting — where idempotency is not supported and every operation must be precise. Choosing the right delivery guarantee isn’t just about tech — it’s about your use case and business priorities. a single duplicate message could cost thousands. 📌 Message Queue vs Event Streaming Platform? 🔹 Message Queues (like RabbitMQ, SQS): Focus on reliability and order for point-to-point communication. 🔹 Event Streaming Platforms (like Kafka, Pulsar): Optimized for broadcasting, storing, and replaying high-throughput event logs. Ideal for event-driven systems and real-time analytics. What’s your go-to strategy for delivery semantics in distributed systems? Let’s discuss in the comments 💬  ( 4 min )

Let’s be honest. You've spent hours wrangling with bloated WordPress themes or waiting on backend fixes just to launch a simple page. Sound familiar? It’s not you. It’s the traditional CMS model. Let’s talk about why headless CMS is the quiet hero that’s helping frontend developers like you build faster and smarter. What Is a Headless CMS (And Why Should You Care)? In dev-speak: it’s a CMS without a front-end layer. In real talk: it gives you content via API and lets you build the frontend however you want. So instead of battling clunky plugins and rigid templates, you’re free to code with your favorite stack — React, Next.js, Vue, whatever. 1. Speed Boost with Modern Dev Tools Headless CMS platforms are made to play well with modern JavaScript. You can: Pull content via REST or GraphQL Use static site generators like Next.js for blazing performance Integrate easily with CI/CD workflows Translation? You ship faster — and with less backend drama. 2. Frontend Freedom = Faster Iteration No more begging backend devs to make a template change. With headless, you’re in full control of the UI/UX. Want to test a new layout or animation? Go for it. Your content comes clean and structured — so you can design and iterate freely. ## 3. Better Dev-Content Team Workflow They update copy. You build features. No blockers. 4. Scale Without Slowing Down Need to serve content across web, mobile, and IoT? No problem. You can scale globally, without rebuilding everything from scratch. Final Thought: Headless Is Built for How Developers Actually Work If you’re tired of waiting on legacy systems and want a faster, cleaner development experience, it might be time to switch. Want to See It in Action? Try a free headless CMS demo with Caisy. It’s built with developers in mind — lightning-fast, API-driven, and perfect for JS frameworks.  ( 4 min )

Introduction Let me be honest SQL has been giving me a hard time for a while. So, I was getting stuck even with the basics. So I decided to stop running away and build a real project from scratch: a student enrollment system. I wanted something simple but useful, where I could understand how real systems are built with SQL,,including relationships, foreign keys, and triggers. This is how it went down. This project is all about managing a small school system. It handles: Storing student info (name, email, date of birth) Keeping track of instructors Linking courses to instructors Enrolling students to courses Logging every enrollment using a trigger Tables I Created Table Description Students Stores student details like name and date of birth Instructors Stores ins…  ( 4 min )

Pre-study Next.js - Image Component Importing images used the 'import' keyword for the image 'src' breaks jest test #26749 Jest - Manual Mocks React Testing Library MDN JavaScript - Rest parameters When testing a React component with Jest and the React Testing Library, this error occurs if the component renders a Next.js Image component and the Next.js Image component is not mocked. Error: Uncaught [Error: Image with src "test-file-stub" is missing required "width" property.] To allow passing dynamic properties into the mock image component so that it can handle different test cases, modify the mock image to accept an indefinite number of arguments as an array. In jest/setup.js, add the following: jest.mock('next/image', () => ({ __esModule: true, default: (props) => { return ; }, })); For example, const renderResult = render(); container = renderResult.container; console.debug(container.innerHTML); This will output the following in the terminal: Mocked Nav  ( 3 min )

Entities 1) User One user can have many groups One group can have many users 1) Generate user and post go run -mod=mod entgo.io/ent/cmd/ent new User go run -mod=mod entgo.io/ent/cmd/ent new Group 2) Connect user with group func (User) Edges() []ent.Edge { return []ent.Edge{ edge.To("groups", Group.Type), } } 3) Connect group with user func (Group) Edges() []ent.Edge { return []ent.Edge{ edge.From("users", User.Type).Ref("groups"), } } 4) Try to create user and groups func CreateUser(client *ent.Client, ctx context.Context) { // Create groups g1, _ := client.Group.Create().SetName("Group 1").Save(ctx) g2, _ := client.Group.Create().SetName("Group 2").Save(ctx) // Create user u, _ := client.User.Create().SetName("PP").AddGroups(g1, g2).Save(ctx) } 5) Get user with groups func CreateUser(client *ent.Client, ctx context.Context) { ... userWithGroups, _ := client.User.Query().WithGroups().Where(user.NameEQ("PP")).First(ctx) log.Println("user with groups", userWithGroups.Edges.Groups) }  ( 3 min )

Introduction Creating PowerPoint presentations programmatically can streamline many tasks, but running into errors that impact your ability to open the formatted file can be frustrating. If you've been trying to create a .ppt file using Apache POI version 4.1.2 and encountered the error "PowerPoint found a problem with content in file.ppt", you're not alone. This issue, while not present during your work with previous versions like poi-3.17, indicates that there might be changes or compatibility issues in the newer version that we must address. Why Does the Error Occur? The error you’re experiencing typically arises due to changes in library behavior, certain configurations, or the way the Apache POI library handles PowerPoint file structures between versions. Potential issues could includ…  ( 5 min )

As AI agents move from prototypes to production, one of the most important — and most overlooked — aspects of working with them is how to test and evaluate their different behaviors. Developers are constantly tweaking prompts, adjusting tools, or changing logic. QA engineers are tasked with verifying that responses are accurate, relevant, and aligned with product expectations. Yet, most teams lack a structured way to experiment, compare, and improve AI agents across different versions. This guide outlines the core challenges and introduces a solution based on isolating agent versions, logging structured evaluations, and making experimentation reproducible and measurable. AI agents'behavior changes based on: Prompt instructions Tool availability Model versions System context or user inputs …  ( 7 min )

Here are Top 15 New Trending Tech Jobs in Nigeria. Check Out and Apply Now. IT Support Lead at BUA Cement Plc - Nigeria Apply Here Social Media Manager / Graphic Designer Job at LD&D Consulting - Nigeria Apply Here Remote AI Engineer (LLM + LangChain + RAG) at FlexiSAF Edusoft Limited Apply Here Digital Marketer at Media Trust Group - Nigeria Apply Here Deputy Director, ICT at Caleb University Apply Here CloudOps Security Engineer at Tek Experts - Nigeria Apply Here WordPress Web Developer at Haba Naija (Remote) Apply Here Video Editor & Animator at Spark Motion - Nigeria Apply Here Network Engineer at Arravo Technology Limited Apply Here Football Content Writer - Match Commentary / Trends Focus at 9JaPicks - Nigeria Apply Here Photographer / Videographer at Bluradish - Nigeria Apply Here Information Technologist at Umera Farms Nigeria Limited - Nigeria Apply Here Editorial Assistant at Adonis & Abbey Publishers Limited Apply Here Fiber Optics Engineer at Cobranet Limited - Nigeria Apply Here Tech Associate at Pulse Nigeria Apply Here More Job Updates Here SHARE WITH YOUR FRIENDS🥳🥳  ( 3 min )

18,000 organizations paid the price for poor access control. Don’t let yours be the next headline. The NTT Communications breach showed us what happens when user permissions and privileges are mismanaged. Attackers exploited weak access control and exposed sensitive data from over 18,000 organizations. Here’s how it should have been done: secure onboarding, least privilege, and strict access control using real-world Linux best practices. Scenario: You’re the SysAdmin 1. Create a New Group 2. Create User Accounts 3. Secure Home Directories 4. Assign Sudo Access to Team Lead a. Password Complexity b. Password Expiry c. Protect Sensitive Files 6. Shared Directory for Collaboration 7. Basic Monitoring Best Practices Recap Conclusion: Secure by Design Let's Connect on LinkedIn You’ve been ass…  ( 4 min )

From sophisticated financial platforms processing a constant stream of critical transactions to global e-commerce sites navigating a vast ocean of customers, modern enterprise applications have moved beyond simple mechanics. They've become intricate, interconnected ecosystems, like complex digital cities built upon microservices, cloud foundations, and diverse hybrid infrastructure. Navigating this intricate digital terrain without comprehensive insight is akin to sailing uncharted waters without a compass. This is where application observability emerges, not merely as a tool, but as your guiding star, providing the essential bearings to understand your application's behavior. Application observability transcends the limitations of traditional monitoring's surface-level readings. It offers…  ( 6 min )

Building fast, responsive React apps isn’t magic—it’s the result of understanding how React works under the hood and applying best practices. In this post, we’ll explore: Virtual DOM and selective updates What is the Virtual DOM? Diffing Algorithm 🔄 Selective Updates // Conceptual illustration—React does something like: const prevVDOM = renderApp(props); const nextVDOM = renderApp(newProps); const patches = diff(prevVDOM, nextVDOM); applyPatchesToDOM(patches); Keys 🔑 // ❌ Bad: key={index} {items.map((item, index) => ( {item.name} ( {item.name} ))} Rendering 500+ rows at once kills performance. Virtualization renders only the visible portion of a list.Tools …  ( 6 min )

The landscape of frontend development is constantly evolving, especially when it comes to UI components. For years, we've juggled comprehensive libraries like Material UI, Ant Design, or Chakra UI. They offer a wealth of pre-built components, but often come with trade-offs: heavy bundle sizes, complex style overrides, and a feeling of being locked into their specific ecosystem and design opinions. Then came Shadcn/ui, and for many developers like myself, it fundamentally changed the game. Shadcn/ui isn't a component library in the traditional sense. It's better described as a curated collection of beautifully designed, highly reusable UI primitives and components built using Radix UI for behaviour and accessibility, and Tailwind CSS for styling. The magic lies in its approach: you don't i…  ( 8 min )

Time for a long-overdue update on the Fidely Project! Yeah, this post took a while to come out—writing consistently is still a challenge for me. But hey, I'm trying to stay on track and keep this blog alive for the months ahead. In this post, I’ll walk you through what I’ve been building lately. Lots of progress, especially on the frontend, but also a good amount of refactoring under the hood. If this is your first time hearing about Fidely, I recommend checking out the series to understand the context and the problem I'm trying to solve. Right now, I’m mostly focused on the shop owner’s point of view. Here’s what a shop owner can now do: ✅ Register/Login ✅ Create and manage one or more companies ✅ Set up loyalty campaigns (both points collection and stamps) ✅ Create customer cards ✅ …  ( 4 min )

Hello Dev.to community! 👋 As a developer, I often found myself repeating the same Git commands over and over again during my workflow... So I built a small CLI tool called gitNull to make that easier! gitNull? A lightweight GitFlow helper written in Node.js. It automates common git actions like: gitNull start-feature gitNull finish-feature gitNull push – adds, commits and pushes in one command With a retro CLI look and some colorful feedback thanks to chalk and figlet. I love clean workflows, and I always wished Git had something a bit more guided. I didn’t want a full GUI — just a faster terminal flow. This is my first attempt at building a CLI tool, and I'm sharing it to get feedback and ideas from the community. Check it out on GitHub: https://github.com/faithreborn/gitnull Whether you're a CLI junkie, a GitFlow user, or someone who just hates typing long commands — I’d really appreciate if you give it a try and tell me what you think. ❤️ Any feedback, issues or PRs are welcome! Thanks for reading 🙌  ( 3 min )

Microsoft's Visual Studio Code, commonly just called VS Code, is a great piece of software. This is in no small part due to all extensions on the extensive marketplace providing extreme flexibility. It has proven it to be adaptable to most, if not all, software development projects. My editor of choice, neovim, provides no such benefits out of the box, requiring me to configure everything, install language plugins, code completion, myself. Vim and neovim are by far more powerful editors, but lacking the ease-of-use of VSCode, and easy discoverability of new features; I don't recommend beginners to use these. Configuration is done through code, not a nice UI allowing you to browse a marketplace and take popularity into consideration when choosing between different plugins for the same task…  ( 8 min )

The blockchain industry is rapidly evolving — and with it, the demand for skilled developers. Whether you're aiming to build the next Bitcoin or contribute to innovative chains like Whitechain, the right technical foundation is key. Here’s what you need to break into the space: 🛠 Core Technical Skills 1. Programming Languages 2. Smart Contract Development 3. Data Structures & Algorithms 4. Blockchain Architecture & Consensus Mechanisms 5. Cryptography Basics 6. Working with APIs & Web3 Libraries 7. Version Control & CI/CD 💡 One of the best ways to learn is to build on real-world platforms. ✅ Becoming a blockchain developer isn't just about writing code — it's about understanding distributed systems, cryptography, and economic logic. Focus on building a strong technical foundation, stay curious, and keep experimenting on modern platforms.  ( 4 min )

Today we’ll create our first entity, learn how to create events, write a simple query to fetch all events, and of course, test everything to make sure it actually works. Let’s start with the basics. We’ll define our first entity, which is essentially just a SQL table. In it, we need to specify the field names and their types. The first entity will be called event. It will store all the core info about each event: the account of the user who created it, the question text, creation time, expiration time, a flag that shows whether the event is closed, and the result. I want to directly link each event to its creator’s account. For that, we’ll use the type ft4 account, which represents a user in the FT4 system. We import it from the FT4 library in oddly/module.rell like this: module; import l…  ( 8 min )

When using gRPC, one of its biggest advantages over traditional REST is the use of a single long-lived connection over HTTP/2. What does that mean? Unlike REST where every request opens a new connection, gRPC establishes one persistent connection between the client and the server. Through this connection, multiple messages can be exchanged — in both directions — without reopening it each time. Think of it like this: Imagine going to a restaurant. With REST, you’d have to enter and exit the restaurant every time you wanted to order something new. But with gRPC, you sit down once, and continue to place multiple orders and have conversations — all through that single session. Benefits of gRPC’s Long-Lived Connection: ✅ Reduced latency ✅ Real-time communication ✅ Efficient use of resources ✅ Bidirectional streaming supported Use Cases: Perfect for real-time apps like online games, chat systems, IoT devices, and microservice communications — where speed and efficiency matter most.  ( 3 min )

Introduction The concept of sequence modeling is fundamental to understanding RNNs. Many real-world problems involve sequences, where the order of elements carries significant meaning. For example, in language, the meaning of a sentence depends heavily on the order of the words. Similarly, in video analysis, the sequence of frames determines the action being performed. RNNs excel at capturing these dependencies, making them a powerful tool for a wide range of applications. The application of RNNs is prevalent in the field of deep learning. The history of RNNs is marked by continuous evolution. Early RNN architectures faced challenges like the vanishing gradient problem, which hindered their ability to learn long-range dependencies. However, innovations like Long Short-Term Memory (LSTM) …  ( 7 min )

I've been exploring how platforms like Microsoft Azure make cutting-edge technologies available to everyone as a computer enthusiast delving into the field of artificial intelligence. I've learned about the power of no-code machine learning (ML) during my AI learning with SkillTechClub, and the Microsoft Azure AI-900 Certification introduced me to technologies that make this process easier. I'll discuss Azure's no-code machine learning tools and methodologies in this blog, enabling beginners to create clever solutions without knowing any code. Table of Contents What Is No Code Machine Learning No-code machine learning allows individuals to create ML models without writing a single line of code. For non-programmers, it's a game-changer since it allows them to use data for insights, classif…  ( 4 min )

What If You Could Feel Data? This amazing idea is becoming real through something called synesthetic data interfaces. That’s a big name, but it simply means using your senses—like hearing, sight, or touch—to understand data. It’s like turning code or information into a song, a rainbow, or even a feeling in your hand. Why is this important? Because everyone learns differently. Some people understand pictures better, while others learn better by hearing or touching things. Synesthetic data interfaces help people understand hard things in their own way. And guess what? It’s not just for learning. These tools can help doctors, scientists, game designers, and even artists see their work in a brand-new light. In this blog, we will go on a fun journey to learn how this new technology works, how i…  ( 8 min )

Introduction to Hosting Flutter on Firebase Are you curious about how to host your Flutter web applications on Firebase? This guide will walk you through the steps of deploying your Flutter projects to Firebase Hosting while addressing how effectively it works. If you're already familiar with Firebase from hosting HTML, JavaScript, and CSS pages, you'll find it quite straightforward to transition to Flutter. Why Choose Firebase for Flutter Hosting? Firebase Hosting is a powerful, secure hosting solution tailored for web applications. Here are a few reasons why Firebase is an excellent choice for hosting Flutter applications: Global CDN: Firebase Hosting uses a global Content Delivery Network (CDN) to ensure your app loads quickly from anywhere in the world. Reliable and Scalable: It can ea…  ( 5 min )

What is Data Scraping? Data scraping (or web scraping) refers to the process of automatically extracting data from websites or other online sources. The purpose is to gather structured data from unstructured sources, like web pages, and transform it into a more usable format for analysis or other purposes. Web scraping usually involves retrieving information from HTML or web APIs and processing it to fit specific needs. Unlike manual methods, data scraping uses automated techniques to extract data at scale, making it faster and more efficient. The extracted data is often saved in formats like CSV, JSON, or databases for easy analysis and usage. How Does Data Scraping Work? Sending a Request: The scraper sends an HTTP request to the server hosting the website from which data needs to be ext…  ( 6 min )

Hey Devs! I’m diving headfirst into the world of web development – but not just the usual buttons and forms. I’m aiming to craft interactive 3D experiences using JavaScript + Three.js, blending logic with visual magic. I started with console.log("Hello World"), and now I’m obsessed with rendering rotating cubes, glowing lights, and dream-like virtual spaces. My mission? To go from beginner to full-stack 3D dev — building apps that feel like games and flow like dreams. Each week, I’ll post small builds, weird bugs, cool fixes, and what I’m learning. If you love creative code, 3D illusions, or are on your own dev journey — follow along, let’s grow together. Let’s code the future, one pixel at a time. – Jayasurya M  ( 3 min )

If you're stepping into blockchain development, you're spoiled for choice when it comes to programming languages. Whether it's Solidity for smart contracts, JavaScript for web3 apps, or Python for scripting tools — each has its place. But among them all, C++ continues to be one of the most powerful languages for blockchain programming. 💡 So, Why Is C++ So Valuable in Blockchain? 🔧 1. Memory & CPU Control 🧵 2. Advanced Multi-threading 📦 3. Object-Oriented with Compile-Time Polymorphism 🚚 4. Move Semantics 🛡️ 5. Code Isolation & Namespace Handling 🕰️ 6. Maturity and Tooling ⚖️ C++ is complex and has a steep learning curve. But for developers who put in the time, the performance benefits are massive — especially for low-level blockchain infrastructure like Bitcoin, Litecoin, Monero, and Stellar. 🆚 C++ vs. Other Blockchain-Friendly Languages Language Best For Key Benefit C++ Core blockchain engines Low-level control, speed, security Solidity Ethereum smart contracts Tailored for Ethereum, easier for beginners Python Tools, scripts, APIs Readable, quick prototyping JavaScript Web3 frontends Ubiquitous on the web If you're serious about diving deep into blockchain development, especially at the protocol level, learning C++ is absolutely worth your time. It's not beginner-friendly, but it's battle-tested and used in some of the most successful crypto projects today. Want to start? Try building a simple blockchain in C++ — you’ll learn a ton about how blockchains work under the hood.  ( 4 min )

On May 3, the Solana Foundation disclosed the resolution of a critical zero-day vulnerability that affected confidential token functionality on the Solana blockchain. The issue, first identified on April 16, could have enabled an attacker to mint unauthorized tokens and withdraw them from user accounts. Although the vulnerability was patched without evidence of active exploitation, the method of resolution raised renewed scrutiny over the centralization of communication within Solana’s validator ecosystem. The flaw was located in two key programs used within the Solana ecosystem: - Token-2022: The primary module handling token minting and account logic. - ZK ElGamal Proof: Responsible for verifying zero-knowledge proofs related to account balances. The issue originated from missing algeb…  ( 4 min )

when i insert score.wins or something it just pop out that undefined,confused me a lot,any help will be appreciated,really really dirve me crazy. RPS game let score = JSON.parse(localStorage.getItem("score")); if (!score) { score = { wins: 0, losses: 0, ties: 0, }; } console.log(localStorage.getItem("score")); let computer = ""; let result = ""; function function1() { const random = Math.random(); if (random = 0) { computer = "rock"; } else if (random >= 1 / 3 && random = 2 / 3 && random  ( 3 min )

Custom ValidaCtion Rules in Laravel 12 Laravel provides a robust validation system, but sometimes you may need to define custom validation rules to handle specific use cases. With Laravel 12, the process of creating custom validation rules has been streamlined with improved syntax and features. In this article, we’ll explore how to create and use custom validation rules in Laravel 12. While Laravel’s built-in validation rules cover most scenarios, there are cases where you need more flexibility. For example: Validating a username to ensure it doesn’t contain special characters. Checking if a value exists in an external API. Enforcing complex business logic. Custom validation rules allow you to encapsulate this logic in a reusable and testable way. In Laravel 12, you can create a custom …  ( 4 min )

Disclaimer Este texto foi inicialmente concebido pela IA Generativa em função da transcrição de uma live do Dev Eficiente. Se preferir acompanhar por vídeo, é só dar o play. Introdução Considero que buscar entender os mecanismos que afetam nossa eficiência é muito importante. Um desses mecanismos é a Lei de Parkinson, uma força invisível mas constante que atua sobre nossas atividades diárias. Neste post, vamos explorar o que é essa força, como ela afeta nosso dia a dia e, principalmente, como podemos combatê-la para sermos mais eficientes. A Lei de Parkinson foi originalmente proposta por Northcote Parkinson em 1955. Em seu estudo original, ele observou que em instituições públicas, como a marinha, o número de funcionários aumentava constantemente, mesmo quando o volume d…  ( 6 min )

When working with visualizations like bar charts in ECharts, it's common to face issues where some data points become invisible when zoomed in. Users often want their entire dataset to be visible, irrespective of the current zoom level. In this article, we will explore how to ensure all data points in your ECharts bar chart remain visible, even under various zoom settings. Understanding ECharts and Zooming ECharts is a powerful open-source charting library that enables developers to create interactive charts effortlessly. Bar charts (like the one in your example) are especially useful for comparing different categories of data. However, when zooming in on a chart, some data points can fall outside of the visible area due to the scaling of the axes or the chart dimension limitations. This i…  ( 5 min )

In this post, I want to share with you @puya/fh, a small cli utility we developed at our company Puyasoft in nodejs that we think is helpful in keeping a folder in sync with another folder by copying only changed files. Jump right to Too Long, Didn't Read section. The main usage of @puya/fh is helping in syncing content of a folder based on its differences with another folder, no matter where they are located (same machine or different machines). The tool does not perform the sync job itself when the two folders are located in separate machines. It provides features though that helps in creating a changeset out of the changes. The next step (transferring and extracting the changeset onto target folder) is easy - can be performed manually or by any automation tool or script. Troubles of man…  ( 8 min )

Executive Summary Qwen 3 is a state-of-the-art large language model (LLM) designed for advanced reasoning, code generation, and multi-modal tasks. With dense and Mixture-of-Experts (MoE) architectures, it offers flexibility for deployment across diverse hardware tiers. This report outlines hardware requirements for deploying Qwen 3 variants, including minimum specifications, recommended configurations, scaling strategies, and cost analysis to guide enterprises in selecting optimal infrastructure. Parameter Count: Up to 32B (dense) or MoE variants with scalable activation. Architecture Type: Dense or MoE (varies by variant). Context Length: 128K tokens. Transformer Structure: Multiple layers (exact count unspecified). Attention Mechanism: Multi-Head Attention (MHA) or equivalent. …  ( 5 min )

In today's rapidly evolving retail landscape, artificial intelligence has transcended from a futuristic concept to an essential competitive advantage. As we navigate the middle of 2025, AI-powered personalization has become the cornerstone of successful retail strategies, fundamentally transforming how businesses connect with customers and deliver tailored shopping experiences that drive loyalty and revenue. The Economic Impact of AI in Retail The integration of generative AI (GenAI) in retail is creating unprecedented economic value. According to McKinsey's research, GenAI is poised to unlock between $240 billion to $390 billion in economic value for retailers, equivalent to a margin increase of 1.2 to 1.9 percentage points across the industry. This substantial impact shows why retailers …  ( 7 min )

In 2025, artificial intelligence continues to reshape how software developers work, code, and innovate. From intelligent code generation and bug detection to automated testing and documentation, AI tools are now indispensable in modern development workflows. This guide highlights the top 10 AI tools that are empowering developers to write cleaner, faster, and more secure code. Whether you're a seasoned engineer or a curious beginner, these tools can dramatically boost productivity, reduce errors, and help you stay ahead in the fast-paced world of software development. Top 10 AI Tools for Developers (2025)  ( 3 min )

Trust matters when browsing websites, but how can you be sure you're on the real deal? The answer lies in a Certificate Chain of Trust that checks website identities with SSL/TLS. This chain of digital certificates connects users to websites through verification steps. For more detailed information you can refer article certificate chain of trust At the top of the chain is the Root Certificate. This is issued by a Root Certificate Authority (CA). These root certificates are pre-installed and trusted by operating systems and browsers. Since they are self-signed, they serve as the anchor of trust for the entire chain. Next in line is the Intermediate Certificate, which acts as a bridge between the root and the final certificate. The root certificate signs the intermediate, and the intermedia…  ( 4 min )

Building a website can feel like setting sail without a compass-especially if you're new to design or development. Choosing the right platform at the beginning not only saves time and money but also affects your site’s growth and performance in the long run. One of the most common comparisons you’ll come across is WordPress vs Squarespace, both well-known yet drastically different tools. This detailed listicle is here to shed light on the core differences between WordPress and Squarespace. Whether you're a small business owner, blogger, or creative professional, understanding each platform's strengths will help you make a smarter decision. When it comes to user-friendliness, WordPress vs Squarespace shows a stark contrast. Squarespace wins in simplicity. It’s a drag-and-drop website build…  ( 6 min )

Оптимизация сайта под поисковые системы (SEO) — критически важный навык для любого разработчика WordPress. Правильная SEO-настройка помогает сайту занимать высокие позиции в выдаче, привлекать органический трафик и увеличивать конверсию. В этом руководстве мы разберём ключевые принципы SEO-оптимизации для WordPress, которые должен знать каждый начинающий разработчик. SEO (Search Engine Optimization) — это комплекс мер по улучшению видимости сайта в поисковых системах (Google, Яндекс и др.). Для WordPress SEO особенно актуально, так как: WordPress — SEO-дружественная платформа, но требует правильной настройки Более 40% сайтов в интернете работают на WP — конкуренция высока Грамотная оптимизация увеличивает трафик без платной рекламы Хостинг должен обеспечивать быструю загрузку страниц (TTFB…  ( 4 min )

After a frustrating day dealing with a broken pipeline at work, all I wanted was to relax with a good story on Wattpad. 😌 I opened the app on my phone, and something strange happened. The home page loaded fine, but when I tried to open any story, I got stuck on an endless loading screen. At first, I thought it was temporary maintenance. But after a week of the same issue, I knew something else was wrong. I did some digging on Reddit and found a pattern: Only Jio users in India were having this problem 🇮🇳 The Wattpad home screen would load, but stories wouldn't People using other networks like Airtel had no issues I tested this by connecting to my Airtel hotspot instead of my Jio data, and suddenly Wattpad worked perfectly! That confirmed the issue was specific to Jio's network. When you…  ( 4 min )

If you’ve ever found yourself endlessly clicking through image selections, deciphering warped text, or identifying traffic lights just to access a website, you’re not alone. CAPTCHA fatigue is real-and it’s becoming a growing frustration for users across the internet. The good news? You don’t have to suffer through it. CAPTCHA solver browser extensions are here to simplify your browsing and save your valuable time. Below, we’ll explain what CAPTCHA fatigue is, why it happens, and highlight top browser extensions that can automatically solve CAPTCHAs for you-so you can get back to what matters. What is CAPTCHA Fatigue? A CAPTCHA is a small online test designed to check if you’re a real person or a bot, protecting websites from automated abuse. CAPTCHA fatigue occurs when these increasi…  ( 5 min )

Introduction When working with Angular applications, encountering errors can often perplex even the most seasoned developers. One common error is the TypeError: Cannot read properties of null (reading 'offsetHeight'). This blog post will address what causes this error and how you can resolve it seamlessly. Understanding the Error The error in question occurs when you attempt to access a property of an object that is null. In the context of your Angular application, this is often related to scenarios where components or services have not initialized correctly or are not available during the lifecycle of the application. Specifically, in your case, it happens when the MenuModule from PrimeNG tries to perform layout calculations on a menu element that hasn't been fully rendered yet. Common Ca…  ( 4 min )

The Web NFC API for Near Field Communication: An In-Depth Exploration Table of Contents Introduction What is NFC? The Evolution of Web NFC Purpose of the Web NFC API Historical Context Overview of NFC Technology Adoption in Web Standards The Role of W3C Technical Context How NFC Works NFC Data Exchange Format (NDEF) Communication Modes: Reader and Writer Web NFC API Specifications Overview of API Design Permissions and User Interaction Model Data Types Supported in Web NFC Code Examples Basic Read Operation Write Operation Advanced Use Cases with Error Handling Handling Specific NDEF Records Edge Cases and Exception Handling Dealing with Unsupported Devices Connection Timeouts Data Format Issues Comparison with Alternative Approaches Bluetooth and Web Bluetooth QR Codes and …  ( 8 min )

AI-powered code editors are revolutionizing how developers write, debug, and optimize code. With the latest advancements in AI-driven coding assistance, developers can now write code faster, detect errors more efficiently, and automate repetitive tasks. Here are the best AI-based code editors in 2025 and their pricing details. AI-powered autocomplete, real-time coding assistance ✅ VS Code: Free 💰 GitHub Copilot: Free (Basics), $4/month (Team), $21/month (businesses) VS Code remains one of the most widely used open-source code editors. When integrated with GitHub Copilot, it provides real-time AI-powered code suggestions, making development faster and smarter. ✔️ AI-powered code autocomplete and inline suggestions If you need a powerful AI coding assistant within a free and customizable ed…  ( 5 min )

The Multi-Tenant Dashboard Dilemma This article explores RBAC and LBAC in Grafana, highlighting real-world best practices, pitfalls to avoid, and actionable insights to scale efficiently. Role-Based Access Control (RBAC) assigns permissions based on defined roles (Admin, Editor, Viewer), controlling user actions like dashboard creation or data source management. RBAC excels in simplicity, making it ideal for straightforward access needs in small, single-tenant setups. Pros: Easy to implement Well-understood by engineers Cons: Quickly becomes unmanageable at scale Limited granularity, causing "role explosion" in complex scenarios LBAC enhances access control by dynamically filtering data based on labels or attributes at query-time, rather than just static user roles. Grafana recently introd…  ( 5 min )

Introduction to Azure Service Bus Azure Service Bus is a fully managed enterprise message broker that facilitates reliable communication between applications and services, both in the cloud and hybrid environments. It supports message queues (point-to-point communication) and publish-subscribe topics (fan-out to multiple consumers), making it ideal for decoupling distributed systems. Brighter provides first-class integration with Azure Service Bus via the Paramore.Brighter.MessagingGateway.AzureServiceBus package, enabling seamless command/event routing in .NET applications. .NET 8 or superior A .NET project with these NuGet packages Paramore.Brighter.MessagingGateway.AzureServiceBus: Enables AWS SNS/SQS integration. Paramore.Brighter.ServiceActivator.Extensions.DependencyInjection: B…  ( 5 min )

Heads‑up: the public demo link is currently offline. We hit deployment snags right before the deadline and couldn’t finish troubleshooting in time. The repo + write‑up still show the full implementation path, side‑car PDP pattern, and Permit.io policy setup.  🔗 GitHub https://github.com/enkaypeter/crm-api  📚 Swagger Docs GET /docs (local)  👤 Test headers x-user-id: 1 (admin) • 2 (sales_rep) • 3 (support) • 4 (customer) • 999 (ai_agent) Traditional vs. Permit.io Criteria Hard‑coded checks Externalized ( Permit.io ) Change a rule Re‑deploy code Update policy in UI/API Auditability Grep code 🤕 Built‑in graph + logs Granularity Role only Role + resource + context Multi‑tenant Custom logic Native support graph TD subgraph Cloud Run Service API[Express API…  ( 5 min )

In the realm of big data, data engineering is emerging as one of the most critical approaches in the high-tech era. It also serves as the groundwork for business intelligence, analytics, and data science. As more businesses rely on data-driven decisions, the role of data engineering is expanding. It further demands technical competence and strong operational and architectural awareness. Whether you're a developer looking for data-centric roles or a budding data engineer, understanding and leveraging best practices is imperative for creating manageable, scalable, and robust data systems. This blog will help you explore the key best practices every developer should consider. Well, working with hundreds of data teams globally and understanding their challenges and pain points has helped me …  ( 5 min )

A post by Habeeb Hameed  ( 2 min )

Sick of flaky integration tests? You run your tests once — they pass. Run them again — they fail. Maybe the third-party API timed out. Or the response changed. Or your internet blinked. Integration tests should give you confidence, not stress. That’s where deterministic integration testing comes in. Imagine recording your API interactions once and replaying them forever — offline, fast, and predictable. No network. No surprises. That’s exactly what Vcr.HttpRecorder does. It’s inspired by the original Ruby VCR gem, revived for .NET and brought back to life with new features and bug fixes in my fork. In traditional integration tests, you call real services — maybe a payment gateway, an external API, or even another microservice. But real services are unpredictable: They might be slow or d…  ( 5 min )

Overview, Historical Timeline, Problems & Solutions When you write Python code, you use symbols to separate, group, or define parts of the program. These symbols are called delimiters. A delimiter does not perform an action like an operator. Instead, it marks structure and boundaries. In writing, you use punctuation to make ideas clear. A comma breaks up items. A period ends a sentence. In Python, delimiters help the interpreter make sense of what comes next. Python uses delimiters to shape the structure of your code. (1 + 2) * 3 ['a', 'b', 'c'] {"key": "value"} x = 7 def f(): pass You use delimiters to build lists, assign values, pass arguments, and group code. Python requires these markers so it can read your program correctly. When you write a list, call a function, or create a diction…  ( 6 min )

Splitting strings is crucial for effective text management in PostgreSQL. PostgreSQL offers built-in functions designed to handle string splits elegantly, whether you need arrays for flexible querying or rows for easy data normalization. Precisely extracts substrings from structured text. SELECT SPLIT_PART('2025-12-25', '-', 3); -- '25' Creates arrays from strings for easier data manipulation. SELECT STRING_TO_ARRAY('apple,banana,grape', ','); -- {'apple','banana','grape'} Turns delimited strings into rows, simplifying relational data operations. SELECT STRING_TO_TABLE('NY|LA|SF', '|'); -- Rows: NY, LA, SF Splits strings flexibly using regex. SELECT REGEXP_SPLIT_TO_ARRAY('SKU123-ColorBlue', '\W+|\D+'); -- {'123','Blue'} Transforms strings into rows for detailed analysis. SELECT REGEXP_SPLIT_TO_TABLE('Dev.to PostgreSQL guide', '\s+'); -- Rows: Dev.to, PostgreSQL, guide FAQs PostgreSQL string splitting functions? SPLIT_PART(), STRING_TO_ARRAY(), STRING_TO_TABLE(), REGEXP_SPLIT_TO_ARRAY(), REGEXP_SPLIT_TO_TABLE(). Yes, via REGEXP_SPLIT_TO_ARRAY() and REGEXP_SPLIT_TO_TABLE(). STRING_TO_ARRAY() uses exact delimiters, regex functions use patterns. Yes, STRING_TO_TABLE() or REGEXP_SPLIT_TO_TABLE(). Conclusion Mastering string splitting in PostgreSQL isn't just convenient—it can significantly enhance your database efficiency and simplify complex text handling. With built-in functions like SPLIT_PART(), STRING_TO_TABLE(), and regex-based approaches, managing textual data becomes intuitive. For more details, read the article 5 Ways to Split a String in PostgreSQL.  ( 16 min )

🔐 GitGuard – Just-in-Time GitHub Access Control This is a submission for the Permit.io Authorization Challenge: Permissions Redefined GitGuard is a full-stack, production-grade access control and auditing system designed specifically for modern development teams managing sensitive GitHub repositories. It addresses a critical pain point: how to provide fine-grained, secure, and temporary access to GitHub repos — without over-permissioning or sacrificing agility. Think of GitGuard as a “Just-in-Time IAM layer” tailored for GitHub operations. Whether you're a growing startup or a security-conscious enterprise, GitGuard gives you the tools to go beyond GitHub’s default permission model. Users must validate identity via FaceID/Fingerprint before critical access is granted. Powered by Expo + …  ( 5 min )

State management is a critical part of building modern front-end applications. If you've worked with Vue 2, you may be familiar with Vuex. But with Vue 3, a new, simpler alternative has emerged: Pinia. In this article, you’ll learn how to use Pinia to manage application state in a Vue 3 project — from installation to real-world usage. Enjoy! Pinia is the official state management library for Vue 3. It’s lightweight, modular, and built with the Composition API in mind. Compared to Vuex, it offers a simpler syntax, better TypeScript support, and out-of-the-box devtools integration. Benefits of using Pinia: Simpler syntax compared to Vuex First-class support for the Composition API Built-in devtools and TypeScript support Modular design (define as many small stores as needed) 1.In your projec…  ( 6 min )

This is a submission for the Permit.io Authorization Challenge: AI Access Control SkyRulers integrates Permit.io for robust RBAC (Role-Based Access Control) to securely manage actions performed by human users and AI agents in the ordering workflow. (Auto-approved for this demo) Permissions: Approve or reject part substitutions. View all emails and order history. Capabilities: Manage Orders: Approve or reject orders and substitutions. Review Substitutions: Approve or modify suggested part substitutions. Monitor Emails: Track all emails related to orders and substitutions. Audit Logs: Access logs for full accountability. Permissions: Approve quotes. Place orders. Interact with order-related emails. Restrictions: ❌ Cannot modify orders or substitutions directly. Capabi…  ( 5 min )

Kubernetes is powerful—but with that power comes complexity. Whether you're just starting or managing clusters in production, you're bound to hit issues. Here's a list of the top 10 Kubernetes problems developers and DevOps engineers run into—and how to fix them fast. ⚠️ 1. Pods Stuck in CrashLoopBackOff 💥 Problem: Pod starts → crashes → Kubernetes tries again → repeat. 🛠️ Troubleshoot: Check logs for stack traces or config errors. Use livenessProbe and readinessProbe wisely. 🚫 2. ImagePullBackOff or ErrImagePull 💥 Problem: Kubernetes can’t pull the container image. 🛠️ Troubleshoot: Double-check the image path (e.g., myrepo/myapp:latest) 📡 3. Services Not Exposing Pods 💥 Problem: You’ve deployed your app, but it’s unreachable. 🛠️ Troubleshoot: kubectl get svc Verify labels mat…  ( 4 min )

This is a submission for the Permit.io Authorization Challenge: Permissions Redefined I built a Web3-based CMS (Content Management System) designed for managing decentralized content like collections, banners, presale campaigns, and other on-chain/off-chain data. The CMS provides an admin dashboard where team members can log in using their crypto wallets and manage the platform’s content in a more structured and user-friendly way. The key problem it solves is the lack of permission control in many Web3 tools. Typically, dApps allow wallet login but don’t differentiate between users. In my CMS, I introduced fine-grained access control so that different roles (e.g., admin, content editor, viewer/analyst) have access only to the features relevant to them. This improves security, collaboration…  ( 4 min )

We're excited to share something cool we've put together: a chatbot that can actually search through your Google Drive files. To build this we'll use VoltAgent, along with some neat tools like Composio and the Model Context Protocol (MCP). If those names sound a bit technical, no worries, we'll explain everything as we go. Imagine asking a chatbot, Find my presentation about Q3 results, and bam, it digs through your Google Drive and gives you the link. That's exactly the kind of thing we wanted to enable an AI agent that can securely connect to your personal tools, like Google Drive in this case. To make this chatbot work, we needed a few essential pieces: So, first things first: VoltAgent. This is our baby, an open-source TypeScript framework we built specifically to make creating AI a…  ( 6 min )

Whether you're building a side project, open source library, or internal tool, developer documentation helps others understand, use, and contribute to your work. The good news? You don’t need to be an expert to write it. In fact, some of the best docs are written by beginners because they know exactly what’s confusing at first. This guide explains how anyone can write great dev docs and what to focus on, step by step. Think of documentation as the user manual for your code. Without it, other developers have to guess how things work. Good docs: Save people time (including future-you). Reduce questions and support issues. Encourage others to use or contribute to your project. Make your work look professional and trustworthy. Anyone who understands the project can write documentation. In fac…  ( 5 min )

Blogging has evolved far beyond just publishing thoughts online. In 2025, it’s a core digital strategy driving SEO, lead generation, brand awareness, and even revenue. Yet, despite its importance, 90% of blog posts get little to no traffic (Ahrefs), primarily because beginner bloggers unknowingly fall into avoidable traps. Whether you're a solo founder, a content marketer, or a startup trying to grow organically, avoiding these common mistakes is essential. Fortunately, tools like Bloggr.AI are changing the game — not by replacing human creativity but by enhancing it. Let’s explore five critical blogging mistakes beginners make and how Bloggr.AI offers a smart, AI-powered solution to each. Many beginners jump straight into writing without a roadmap — no defined target audience, no content …  ( 5 min )

🔥 Performance Tuning in Java: List, Set, and HashMap with Real-World Examples When working with Java collections, choosing the right data structure can make or break your application’s performance — especially at scale. In this post, we’ll explore how to optimize performance using List, Set, and HashMap — with real-world analogies and benchmarks. Type Ordered? Allows Duplicates? Fast Lookup? Thread-Safe? ArrayList ✅ Yes ✅ Yes ❌ No ❌ No HashSet ❌ No ❌ No ✅ Yes (O(1)) ❌ No HashMap ❌ No Keys unique ✅ Yes (O(1)) ❌ No Imagine you're building a backend system for an online store. You need to: Keep a list of product names in the order they were added Avoid adding duplicate SKUs Find product info quickly by SKU Let’s see how each collection plays a role: List – Preserve Insertion …  ( 4 min )

` How I Created My Own WHOIS Lookup Tool with Mobile Optimization & SEO in Mind WHOIS tools are popular among developers, marketers, and domain buyers. I built my own version of a WHOIS lookup tool using PHP and optimized it for mobile and SEO. 🧩 Features WHOIS API Integration India Timezone Conversion Responsive UI with Roboto Font No use of tags — clean layout Puffx Host Branding SEO Meta Tags 🛠️ Tech Stack PHP WHOIS API: https://whoisapi.example.com/whois?domain=yourdomain.com Tailwind CSS JavaScript (for loading) 📱 Mobile Optimized Grid-based layout Overflow handling for WHOIS output Responsive font sizes 🌍 SEO Tips I Used Keyword in title: Free WHOIS Lookup Tool Meta Description: "Check domain's WHOIS instantly. SEO-optimized & mobile-friendly." No broken links or duplicate content Schema markup (optional) 🔧 Sample API Output 📸 Live Preview Try the WHOIS Tool ✍️ Final Thoughts This tool was simple yet powerful to build. It taught me about APIs, responsiveness, and SEO tricks that actually work. Want to build your own tool? Drop your thoughts below or connect with me. `  ( 3 min )

` How I Built My Own Payment Gateway in PHP Without Using External APIs Building your own payment system sounds like a huge task — but what if I told you it's possible using just PHP and SQL, without relying on third-party services? In this post, I’ll walk you through how I built Puffx Pay, a lightweight payment gateway that works on basic principles of order creation, status updates, and secure callbacks using webhooks. 🚀 Why I Built My Own Gateway Full control over payments Custom branding Security logic as per my rules Zero dependency on third-party services 🧱 Basic Features Order Creation via API Transaction ID Generation Webhook Callback Support Simple UI for Payments Database Logs of Every Transaction 🛠️ Tech Stack PHP (Core) MySQL Database cPanel Hosting Optional: Bootstrap 🧩 Order API Structure Endpoint: https://puffxpay.site/api/create-oder Sample Payload: 🔁 Webhook System Once payment is completed, this is the response sent to your webhook URL: 🔒 Security Tips Use a token for each API call Validate and sanitize all inputs Log IP addresses for fraud detection 🌟 Live Demo Visit Puffx Pay 🤝 Final Thoughts Creating a mini payment gateway gave me control, branding freedom, and real learning. You don’t always need big gateways like Razorpay for internal or basic systems. `  ( 3 min )

Hey there, aspiring app developer! Ever looked at those slick, smooth mobile apps on your phone and thought, "Wow, I wish I knew how to build something like that, but it just seems... complicated"? You're not alone. The world of mobile development can feel vast and intimidating, filled with jargon and seemingly steep learning curves. But what if I told you there's a toolkit out there that makes building beautiful, high-performance apps for both iOS and Android from a single codebase not just possible, but genuinely enjoyable, even for newcomers? flutter tutorial for beginners will guide you through the core concepts step-by-step. You'll learn about fundamental widgets like Text, Image, Row, Column, and Container. You'll get hands-on with state management for simple cases (making something change when you tap a button), and you'll see how Hot Reload helps you iterate quickly. flutter tutorial for beginners is your gateway into this exciting world. Don't hesitate to start small, play around, and build simple things. Every line of code you write is a step forward. Welcome to the journey!  ( 5 min )

Introduction Are you facing issues with generating a valid signature while trying to obtain an access token from the Tuya API using Arduino C++? If you’re encountering a 'sign invalid' error, you’re not alone. This guide explores the common pitfalls during the signature generation process and how to troubleshoot them effectively. Understanding the Tuya API Authentication Process In order to interact with the Tuya IoT platform, every request you make, including obtaining an access token, requires a valid HMAC-SHA256 signature. The signature is created using your client ID, client secret, and a timestamp. A miscalculation, incorrect data types, or even timing issues can lead to the 'sign invalid' error. Common Reasons for 'Sign Invalid' Incorrect Timestamp: Make sure the timestamp you're gen…  ( 5 min )

This is a submission for the Permit.io Authorization Challenge: Permissions Redefined HireFlow is a comprehensive hiring platform that connects candidates, recruiters, and companies in one streamlined ecosystem. For this application, users can take on 3 different roles when creating their account: Candidates can search for jobs, apply to positions, and track application status. Recruiters can post and manage job listings and review applicants Companies can oversee their recruitment process and manage their team of recruiters To login to the application without having to create a new account, simply make use of the following pre-existing credentials: To login to a candidate account: candiUser To login to a recruiter account: recruiUser To login to a company account: compUser The repository…  ( 5 min )

Buy Me a Coffee☕ *Memos: My post explains parameters and arguments in Python. My post explains positional-only parameters in Python. My post explains keyword-only parameters in Python. You can set positional-only parameters and keyword-only parameters together for a function as shown below. */ must be before *: def func(fname, /, lname, age, *, gender): pass def func(fname, lname, /, *, age, gender): pass def func(fname, *, lname, age, /, gender): pass # SyntaxError: / must be ahead of * def func(fname, /, lname, age, *, gender): print(fname, lname, age, gender) func("John", "Smith", 36, gender="Male") func("John", lname="Smith", age=36, gender="Male") func("John", "Smith", gender="Male", age=36) # John Smith 36 Male func("John", "Smith", 36, "Male") func(fname="John", lname="Smit…  ( 4 min )

top AI innovations transforming Indian businesses in 2025 are shaping a smarter, more efficient economy. This article explores how these AI technologies are revolutionizing key sectors, improving operational efficiency, and offering businesses a competitive edge. Healthcare in India has embraced AI with remarkable enthusiasm in 2025. AI-powered diagnostics, virtual health assistants, and predictive analytics are now standard tools in hospitals and clinics. • AI Diagnostic Tools: Tools like Qure.ai and Niramai use machine learning to detect diseases such as tuberculosis and breast cancer early. Virtual AI Assistants: Chatbots like HealthifyMe's AI coach offer personalized fitness and diet recommendations. Predictive Patient Monitoring: Hospitals use AI to predict patient deterioration, enab…  ( 5 min )

Hello Developer Community! Welcome to my blog featuring ten engaging image-processing projects ideal for final-year students. These hands-on tutorials cover OpenCV, machine learning, IoT integration, ESP32, Arduino, TensorFlow and more including applications like license plate recognition, gesture control and facial-attendance systems. Dive in to enhance your skills and practical understanding today. Capturing a moving car’s ID number is challenging for the human eye, but this project makes it possible. The number plate detection system using the ESP32-CAM, programmed via the Arduino IDE, captures an image of a vehicle’s number plate and sends it to a cloud server through an HTTP POST request over Wi-Fi. The server performs OCR to extract the plate number and returns the result in JSON …  ( 6 min )

If you're looking to categorize a list of names in a CSV file efficiently, you're not alone. Many developers find themselves in a situation where they need to assign classifications to items in a large dataset based on certain criteria. In this article, we will explore a straightforward way to replace names with their corresponding categories, such as 'Soccer player', 'MMA fighter', 'NBA player', and 'NFL player', using Python. Understanding the Problem In our example, we have a CSV file containing various names representing athletes from different sports. Our objective is to replace those names with predefined categories without having to manually assign each one. This approach not only saves time but also reduces the likelihood of errors that might occur with manual data entry. Sample Da…  ( 5 min )

Laravel has long been the go-to PHP framework for developers seeking elegance, power, and productivity. With every release, it raises the bar for modern web application development. The latest version of Laravel, Laravel 12, was officially released on February 24, 2025, and it’s packed with enhancements that streamline development, boost performance, and improve security. If you’re considering a new project or planning an upgrade, here’s everything you need to know about Laravel 12’s latest features and updates. Introduction to Laravel 12 Laravel 12 is the latest version of Laravel, building on the framework’s tradition of combining developer-friendly tools with robust performance. This release is not just about adding new features-it’s about refining the core, ensuring long-term stability…  ( 6 min )

jienweng.com Hi all. I recently rebuilt my personal site using 11ty, and I wanted to share a bit about why I chose simplicity over flashy design. Like many developers, I started with a more complex stack — Astro, React, lots of moving parts. It looked cool, but it started to feel like I was building for the tools instead of myself. So I started over with 11ty. It’s fast, flexible, and just lets me focus on content. Tbh I hate npm, and with 11ty i like that there's no bundlers, no frameworks. Just clean HTML, Markdown, and a bit of templating. The site is still a work in progress, but I like how it feels now — more personal, less performative. It’s a place for my notes, thoughts, and projects. Nothing fancy. Just mine. Would love any feedback or thoughts — especially from others who’ve simplified their stacks or gone the “digital garden” route. Thanks for reading!  ( 3 min )

Do you know there are 74 built in components in canvas Power Apps (I counted icons as one not each one), and that's before we import custom PCF components. And I wonder how many do you use, let me take a guess that in 90% of apps you only use the below 10 (modern or classic): label button input combobox datepicker vertical gallery image icon form container If you read this in a year we all know Copilot will be on the list too So I wanted to talk about 6 really cool components you should be using more often. Call out Im cheating, some are single components, some are groups, so it's not really 6 😎 HTML Timer Charts Map Add Picture Import/Export The first 2 (HTML and Timer) are probably used more then the rest, so if you have already used them feel free to skip them, but even if you use them…  ( 7 min )

Authentication is at the heart of every secure web application. As frontend developers, understanding modern authentication flows and how to implement them securely is crucial. This article explores the most widely used authentication methods today: OAuth 2.0, JWT (JSON Web Tokens), and OpenID Connect, and introduces some emerging approaches. Authentication determines who the user is, and authorization determines what they can access. An insecure authentication mechanism can expose your app to session hijacking, data leaks, and impersonation attacks. Modern SPAs (Single Page Applications) demand decoupled and secure authentication techniques that work well across multiple clients, including web, mobile, and APIs. OAuth 2.0 is an authorization framework, not an authentication protocol by it…  ( 4 min )

I originally posted this post on my blog. I hate seeing "passionate" listed as a requirement in job postings. How can we measure passion? Is there a quiz, like those magazine questionnaires? "Find out if you're a passionate coder in less than 5 minutes with 10 easy-to-answer questions." The best coders I've met at past jobs weren't what we'd call passionate. By passionate, I mean making open source contributions, speaking at conferences, and writing posts. They were busy enough making money. The other day, Miguel, one of my email subscribers, shared a similar experience. Here's an excerpt of his email: Personally, I've become discouraged in my programming career and no longer aspire to work at one of the most important tech companies. I just want to pay my bills and meet my family's needs.…  ( 4 min )

If you're a developer or WordPress enthusiast looking to containerize your website for portability and ease of deployment, this step-by-step guide will walk you through the entire process—from setup to containerization. 📦 Prerequisites Docker & Docker Compose installed A basic WordPress website (with custom plugins/themes if any) (Optional) Exported WordPress content in .xml format 📁 Project Structure Start by creating a working directory: wordpress-docker/ ├── Dockerfile ├── wp-content/ │ └── plugins/ │ └── hello-world-sample/ ├── wp-data.xml # (optional) exported WordPress content └── docker-compose.yml 🐳 Dockerfile for WordPress FROM wordpress:6.5-php8.1-apache ##Copy your plugin into the WordPress plugin directory COPY wp-content/plugins/hello-world-sample /var/www/html/wp-content/plugins/hello-world-sample ##Fix permissions (optional) RUN chown -R www-data:www-data /var/www/html/wp-content/plugins/hello-world-sample 🧩 Docker Compose File version: '3.8' services: wordpress: build: . ports: - "8080:80" environment: WORDPRESS_DB_HOST: db WORDPRESS_DB_USER: wp_user WORDPRESS_DB_PASSWORD: wp_pass WORDPRESS_DB_NAME: wp_db volumes: - wordpress_data:/var/www/html db: image: mysql:5.7 restart: always environment: MYSQL_DATABASE: wp_db MYSQL_USER: wp_user MYSQL_PASSWORD: wp_pass MYSQL_ROOT_PASSWORD: rootpass volumes: - db_data:/var/lib/mysql volumes: wordpress_data: db_data: 🚀 Launch WordPress docker-compose up --build Your site will be available at: http://ec2-ip/wordpress  ( 3 min )

Check out this Pen I made!  ( 2 min )

In 2023, I left tech to prepare for UPSC — studied governance, ethics, society. But no matter how hard I tried, I kept building in the background: automation scripts, app ideas, systems. Then it hit me: 💡 Tech itself is impact. So I returned to tech, stronger than before. Now I build learning tools, solve hiring problems using AI, and mentor others on the same path. 📖 Read the full story on Medium 👉 From UPSC to Tech – Full Story 📍 Also on LinkedIn: 🔗 LinkedIn Article You’re allowed to pivot. Growth isn’t always linear. Purpose and passion can coexist. 📬 Connect or DM me: 🔗 LinkedIn CareerSwitch #UPSCtoTech #WomenInTech #LifeAfterUPSC #TechWithImpact #DEVCommunity #Storytelling #CareerJourney  ( 3 min )

Python Programming Language In the ever-evolving world of technology, programming languages serve as the building blocks for software development, data analysis, artificial intelligence, and more. Among these, the Python programming language has emerged as one of the most popular and versatile tools for developers, scientists, educators, and businesses alike. Known for its readability, simplicity, and power, Python has revolutionized the way we approach programming by making it more accessible and efficient across various domains. Python is a high-level, interpreted programming language created by Guido van Rossum and first released in 1991. The primary philosophy behind Python emphasizes code readability and simplicity, making it ideal for both beginners and experienced developers. Its…  ( 5 min )

Introduction If you're developing a Tauri app and want to customize the hover text that appears when your application is minimized to the dock, you're in the right place! The hover text, also known as the tooltip, often defaults to the app name specified in your configuration file. In this guide, we'll explore how to change the hover text to reflect your specific preferences, such as setting it to 'Pepper', the name of your app. Why Hover Text Matters Hover text or tooltips provide users with quick information about what an application does. In the context of a Tauri app on the dock, having clear and informative hover text can improve user experience and provide clarity regarding the app’s purpose. It eliminates ambiguity, especially for apps with similar names or purposes. Understanding T…  ( 5 min )

For years, JavaScript has powered the modern web—but what if you could take things to a whole new level of performance? Imagine bringing near-native execution speed right into your browser, opening doors to gaming, video editing, simulations, and even machine learning—all running seamlessly inside your web app. Welcome to the world of WebAssembly (Wasm)—a game-changer for frontend and backend developers alike. WebAssembly is a binary instruction format designed to run at near-native speed in web browsers. It's language-agnostic, meaning you can write code in C, C++, Rust, Go, and other languages, then compile it to Wasm and run it alongside JavaScript. Key advantages of WebAssembly: 🚀 Blazing-fast performance — thanks to low-level, optimized bytecode 🔒 Security-first — runs in a safe,…  ( 4 min )

OKRs vs. KPIs: Setting Effective Goals for Developer Teams Pratham naik for Teamcamp ・ May 5 #productivity #devops #opensource #performance  ( 2 min )

OKRs vs. KPIs: Setting Effective Goals for Developer Teams Pratham naik for Teamcamp ・ May 5 #productivity #devops #opensource #performance  ( 2 min )

OKRs vs. KPIs: Setting Effective Goals for Developer Teams Pratham naik for Teamcamp ・ May 5 #productivity #devops #opensource #performance  ( 2 min )

OKRs vs. KPIs: Setting Effective Goals for Developer Teams Pratham naik for Teamcamp ・ May 5 #productivity #devops #opensource #performance  ( 2 min )

This is a submission for the Permit.io Authorization Challenge: Permissions Redefined You know what I've done a lot? Frontend: lovable, tsx, React Backend: Node.js + Express proxy Permit PDP: Docker container (works great locally, not separately hosted… details below) Permit Cloud: For managing roles, resources, and policies 🎯 The Goal It's gotta be obvious that it works. So I made a proxy server, because API keys. Is that the correct decision? ask me later. currently it probably isn't hosted, but what definitely isn't: PDP (Policy Decision Point) runs locally in Docker — lovable didn't work with this the first time I tried, but at least it works on my machine Defined resources like jam and submission, and actions like create, judge, update. Set up global ro…  ( 4 min )

In this article, we review what ACI. DEV platform is. This project was trending no.1 on Github on May 3, 2025. We will look at: What is ACI.dev? Features. Integrations. ACI.dev is the open source platform that connects your AI agents to 600+ tool integrations with multi-tenant auth, granular permissions, and access through direct function calling or a unified MCP server. Connect your AI to any tool and build reliable AI agents. I found the following features on ACI.dev 1. Pre-built Tool Integrations Effortlessly integrate 500+ essential tools including Gmail, Hubspot, Notion, and Slack into your AI agents with just one connection. 2. Managed Agent Authentication Allow end-users to authorize your AI agents with access to their accounts through OAuth. ACI.dev handles all the token …  ( 4 min )

Abstract This post delves into the safety and security of GitHub Sponsors, an innovative platform enabling financial support for open-source projects. We examine technical, financial, and personal security measures built into the system, provide a historical background and context, and offer practical examples and best practices for safe usage. We also discuss challenges, limitations, and the future outlook for open-source funding solutions, comparing GitHub Sponsors with similar platforms like Patreon. Throughout the post, we include tables and bullet lists to highlight key points, incorporate authoritative hyperlinks, and present insights that are both technical and accessible. Open-source development is a cornerstone of modern technology innovation, but sustaining projects financially…  ( 9 min )

Scared of System Design? Try This Tradeoff Quadrant Smile Gupta ・ May 4 #webdev #systemdesign #javascript #frontend  ( 2 min )

🚀 Featured AI/ML Projects 🌱 Telegram Crop Recommendation Bot 🎯 Collaborative Recommendation System (No-Code AI) 🔍 Fraud Detection Model  ( 3 min )

Introduction When working with SQL, especially with outer joins, it's crucial to understand how to filter your results effectively. In your case, you're looking to perform a right outer join between two tables and then conditionally include or exclude rows based on the status from one of these tables. This article will break down how to efficiently filter results using outer joins in SQL while ensuring you get data according to specific conditions. Understanding the Outer Join Behavior Outer joins, particularly the right outer join you mentioned, are designed to include all the entries from the right table (in this case, table2), along with matching rows from the left table (table1). If there are no matches, SQL will return NULL for columns from table1. This behavior poses a challenge when…  ( 4 min )

Optimization algorithms are the unsung heroes behind many computational tasks, from training machine learning models to solving engineering problems. A recent paper, A Comparative Analysis of Optimization Algorithms: The Himmelblau Function Case Study (April 22, 2025), dives into how four algorithms tackle the Himmelblau function, a tricky test problem with multiple solutions. This article distills the study’s core findings for developers, keeping the technical details intact but simple and math-free. What’s the Himmelblau Function? The Himmelblau function is a benchmark problem used to test optimization algorithms. It’s like a hilly landscape with four identical “valleys” (global minima) where the best solutions lie, plus some deceptive “shallow dips” (local minima) that can trap algorith…  ( 6 min )

package demo_programs; public class Looping3 { public static void main(String[] args) { // TODO Auto-generated method stub int total=8; int count=3; int eaten=0; while (count 1) { securityCount += 1; box = box / 2; } System.out.println(securityCount); } } Find divisors count of given Numbers package demo_programs; public class Looping5 { public static void main(String[] args) { // TODO Auto-generated method stub int no=20; int div=1; int count_of_divisors = 0; while (div<=no) { if (no%div == 0) System.out.println(div); //count_of_divisors = count_of_divisors + 1 count_of_divisors+=1; div+=1 ; }}}  ( 3 min )

Hey folks! I recently finished a fun little C++ project that simulates a butterfly flying around your desktop — but with a twist: it does so in a controlled environment for custom text input! Remember the DVD logo that people love when it touches the corner based on a fixed path, this one is unpredictable as its movement is random. Give it a try by downloading the Github Release: Hover_Bug Spawns a entered text that "hovers" on top of all windows. Almost like a DVD logo that people love when it touches the corner. Runs seamlessly on Windows — think of it like a lightweight desktop companion. Language: C++ Framework: Win32 API for desktop-level rendering and layering Executable Output: Hover_Bug.exe and main.exe Release Build: Available under the release branch on GitHub — only 2.exe fi…  ( 4 min )

Setup doc-slot-core 1.Clone project and open with VSCode: https://gitea.plp19.com/dev-public/doc-slot-core-manual npm install npm start 2.Setup follow README http://localhost:3000/docs/intro Setup prject  ( 2 min )

If AWS is the engine powering your infrastructure, CloudWatch is the dashboard that helps you drive with visibility, precision, and control. In this blog, we’ll break down: What CloudWatch actually does Metrics: CPU, memory, network, disk, custom metrics 🧱 CloudWatch Core Components Step 1: Create an Alarm aws cloudwatch put-metric-alarm \ 📥 Use Case: Centralized Logging with CloudWatch Logs Lambda functions Install CloudWatch Agent Go to CloudWatch → Dashboards (WriteIOPS + ReadIOPS) for EBS volumes const https = require("https"); exports.handler = async (event) => { const req = https.request(options); 🚨 Alert: ${message} })); fields @timestamp, @message @message like /ERROR/ and status >= 500 filter duration > 3000 🧠 Best Practices for CloudWatch 💡 Cost Optimization Tips Lambda functions { "source": ["aws.ec2"], ✅ CloudWatch Cheat Sheet With proper setup, it becomes your early warning system, performance profiler, and automation engine — all in one. Whether you’re running microservices, serverless apps, or monoliths, CloudWatch brings peace of mind to your AWS operations. 💬 Let’s Talk! Drop your setup, questions, or tips in the comments. Let’s build reliable systems together — one metric at a time. AWS  ( 5 min )

Table of Contents Why Linux Security Matters The Power of Permissions User Management: Only the Right People Get In Updates and Patching: Stay Ahead of Threats Firewalls and Network Safety Real-Life Example: Locking Down a Shared Server Bonus Tips: Extra Layers of Protection Wrapping Up Let’s face it: no system is invincible. Linux security is all about keeping your system safe from unauthorized access, data breaches, and cyber threats-using smart design, open-source transparency, and a community that’s always on the lookout. The best part? You’re in control. Permissions are the backbone of Linux security. Every file and folder has an owner, a group, and a set of permissions (read, write, execute). This setup means you decide who can see, change, or run what-…  ( 4 min )

This is a submission for the Permit.io Authorization Challenge: Permissions Redefined If you want to immediately get setup. Follow the instructions at https://github.com/AnsellMaximilian/permishout For this challenge, I decided to recreate Twitter/X, complete with access control. It's called PermiShout. Where a Shout is like a Tweet or post. I thought this would be perfect to show off Permit.io's base capabilities. Here's the app workflow: As you can see some shouts are different than others. Some have a delete button -- that's because Permit.io has determined that the current user has the authorization to do that. Some reply buttons are disabled and some are not. That's also Permit.io doing the work. Here's some conditions that has been set up for a user to be able to reply: If …  ( 15 min )

“I dream of living abroad one day. And I know I’m not the only one.” But the real question is — why do so many Indians, especially from the middle class, want to leave the country? Let’s talk honestly and openly. We pay: Income Tax GST Fuel Tax Road Tax Toll Tax But what do we get? ❌ Broken roads ❌ Poor public transport ❌ Slow government services ❌ Dirty cities Dirty washrooms Outdated machines Less staff Long waiting times We are forced to go to expensive private hospitals even after paying taxes for public healthcare. FSSAI should protect us from harmful food. But in reality: Cold drinks full of sugar Packaged food full of chemicals Harmful products easily available These are still approved by FSSAI, which runs on our tax money. 10–15 year old syllabus No practical knowledg…  ( 4 min )

Abstract: In the fast-paced world of digital innovation, decentralization is transforming how creators and indie hackers monetize and manage their digital assets. Infinex Patrons (XPATRON) is a breakthrough platform powered by blockchain technology that offers seamless NFT minting, robust smart contract integration, and community engagement— all without middlemen. This post explores the context, core features, and functionality of XPATRON, while highlighting practical applications for indie hackers, potential challenges, and future trends. Drawing from expert insights in blockchain, open source innovation, and decentralized finance, we detail how indie hackers can leverage XPATRON’s infrastructure to foster trust, enhance revenue opportunities, and maintain creative freedom. In modern dig…  ( 9 min )

Introduction If you're looking to create a PHP script that dynamically reads permissions from a text file and assigns them to variables, you're in the right place! In this guide, we'll walk through a solution that accomplishes this by utilizing plain text files for configurations, allowing an easy setup for your template. You'll learn how to handle permissions, and variable assignment based on the contents of your file. Understanding the Configuration File The main file we will be reading from is Administrator.txt. This file contains various configurations listing the permissions. Each permission is either just a line with the permission name or a line formatted as permission_name: value; that assigns a power value. Here’s what our Administrator.txt file looks like: /* Administrator con…  ( 4 min )

Preamble: Troubleshooting, which is the process of figuring out why something isn't working, is a crucial skill in many areas, including networking, computer systems, and even everyday situations. CompTIA emphasizes a consistent troubleshooting method across its courses, and it's a method that can be used for all sorts of problems. When you're trying to solve an issue, it's important to follow these steps in order. Skipping steps can lead to missing important details, not understanding the root cause of the problem, or making it harder to remember what you did for future reference. Below are the troubleshooting steps you will need to go through: Identify the problem Gather information. Question users. Identify symptoms. Determine if anything has changed. Duplicate the problem, if possibl…  ( 13 min )

Pack your bags up the day before. Make sure to get the basics, underwear, socks, toothbrush, medications, pjs, travel documents, license, passport, – don't get deported, little gifts, etc... 'etc...'? This etcetera is the other stuff you forget and will inevitably have to purchase at your destination. Yes, I account for this because sometimes it doesn't matter how much time ahead I pack there is usually something I missed packing and have to either bother a relative to let me borrow it. I don't love forgetting stuff but at this point I rather forget than having to change my ways, like packing weeks before like my mother does. Smart lady, never forgets anything. I'm more like my dad in these type of things. 'Men'. I'm not sure if it's a fair thing to asume, 'all men are bad at packing' but I tell you, there is a pattern. My male cousin, doesn't travel, I wonder if he would also suck at packing. I think having a comfortable amount of money makes you care less because you can just purchase what you forget at the place where you go to maybe, – saying this in the most possibly humble way. For example, I forgot to pack belts, now I have to go to a store and buy something I already had for free at home.  ( 3 min )

A lightweight RabbitMQ framework for Node.js, built to eliminate boilerplate and let you focus on business logic. Let’s say you’re building an app with several moving parts—maybe one service processes user signups, another sends welcome emails, and another tracks analytics. Normally, these services would need to talk to each other directly and immediately—which makes things tightly connected and harder to scale. Messaging and event-driven architecture solve this by letting each part send and receive information independently. It works like this: When something important happens (like a new user signing up), that part of the app sends a message—think of it like dropping a letter in a mailbox. RabbitMQ. Here’s a simple example: A user signs up → The app sends a user.created message → The > e…  ( 6 min )

Creating a Fibonacci sequence in JavaScript is a fascinating way to explore the world of programming and mathematics. The Fibonacci sequence is defined by the relation where each number is the sum of the two preceding numbers, starting from 0 and 1. In this article, we'll explore how to implement this sequence in JavaScript using a while loop, similar to the summation approach that you shared. Let's delve into writing an efficient script for generating Fibonacci numbers. Understanding the Fibonacci Sequence The Fibonacci sequence starts with 0 and 1, and every subsequent number is derived from the sum of the two previous numbers. A brief look at the series reveals: 0, 1, 1, 2, 3, 5, 8, 13, 21, ... This characteristic property makes it a popularly studied sequence in both mathematics and pr…  ( 5 min )

📋 Table of Contents What I Built Demo Project Repo My Journey Using Permit.io for Authorization I built AuthClinic, a comprehensive healthcare platform that revolutionizes how medical data access is managed. This isn't just another healthcare app—it’s a carefully crafted solution that addresses one of the most critical challenges in healthcare: secure and flexible data access control. The platform allows healthcare providers, patients, and caregivers to manage medical records, health plans, and sensitive information with unprecedented precision. What sets it apart is its sophisticated permission system that understands the complex relationships in healthcare—from family members to professional caregivers, and everything in between. The real magic happens in how it handles permi…  ( 4 min )

“Summon a daily contribution. Maintain the illusion. Worship the green.” You ever stare at your GitHub contribution graph like it's a Tamagotchi you forgot to feed? Yeah, me too. So I built something unholy: A Bash-based automation daemon that ensures your GitHub profile always looks... alive. It commits. It pushes. It even wakes your computer from the dead to do it. ⏰ Schedules fake-but-believable commits at randomized human hours 🔁 Retries if GitHub rejects your offering 💾 Logs your ritual attempts and successes 🌴 Vacation mode, so your ritual pauses when you need rest (or alibis) 🔥 Self-healing if a ritual was missed (triggered by guilt and grep) 👁️ macOS popup warnings like: > “⚠️ No ritual detected today. The square is empty. You are exposed.” 🧙 Choose your commit incantations like: feat: added function nobody asked for fix: removed existential crisis from variable name 📜 Add custom altar messages 🔓 Unlock rare achievements like: "100 Days of Devotion" "The Sacred Streak" ✅ Daily ritual cron + safety check daemon 🪞 GitHub visibility flip (goes public, commits, hides again) 🧙‍♀️ Bash installer with prompt-based setup 🏕️ Vacation flag toggle for burnout mercy 🧾 .command launcher for double-click ritualism 🎨 Coming Soon: SVG badges GitHub profile theme pack Guilt Daemon™ (shames you in Slack when your squares go dark) Yes. I built it for fun. I also use it daily. It’s part spiritual theater, part productivity placebo, and part real automation. Bash cron, pmset, at, and osascript (macOS) GitHub CLI (gh) Dark magic I'm testing the waters. If enough devs want this, I’ll clean it up, ship a proper version, maybe even add a front-end GUI (Tauri? React? Electron? We’ll see). Leave a comment if you'd actually use it — or just want the GitHub link. “Coding is a ritual. This just makes it official.”  ( 4 min )

This is going to be a quick Devlog, because I just want to get back to this issue I'm having and figure out a solution for it. I've gone back to the drawing board, trying to figure out how to effectively unwrap the donut-shaped Voronoi diagram I have for my river tiles. I think this is the third week I've been working on the same problem now, so I'm getting a little frustrated because 3 weeks is a lot of time that could have been spent working on some other part of the game. I just feel like when I do solve this, one - I won't have to think about it again, and two - the visual pay-off will have been worth it. I also feel like I've invested too much time to not get some kind of pay-off for this feature. The biggest issue that I'm having is that when I have the shapes aligned as they leave one of the corner tiles and enter the straight tile, by the time they flow along the straight path in time to reach the bottom, they're not quite aligned. Now I think the problem I'm having is that I've got a slight overlap on the tiles, the row beneath covers the row above by a couple of pixels - enough to make the borders around the tiles match up. This looks fine in practice, but I need to compensate for that when aligning the shapes, and I feel like this is throwing a spanner in the works. So, I'm redoing my hex grid, and I'm using this article as a reference... https://www.redblobgames.com/grids/hexagons/ I'm going to try and math my way through this tonight. Wish me luck! Cheers, Dan.  ( 3 min )